In consideration of this code-writing AI agent, it may represent an auxiliary means for converting ordinary language into executable code. The AI can read your input, understand the code’s real-world significance, and translate this instruction into appropriately functioning code. One could think of it as a partner, which speeds up work processes, fixes bugs, and lays out difficult tasks in simple terms. Tools like such receive training over many examples, thus knowing diverse coding styles and demands. So, they not only write code but also give valuable advice, debug errors, and maintain the context. Possible helpers for both novice and expert coders, they save time on tedious and repetitive tasks.
Developers and programmers who want AI-assisted code suggestions, completions, and documentation help
GitHub Copilot – Best AI Agents for Writing Code
GitHub Copilot is the most recommended AI tool for coding. It smoothens and accelerates programming processes. Integrated into the major IDEs with instant suggestions for code, full function writing, and also explaining the code or docs. You can have a conversation with it, request assistance from it, and complete those boring tasks. It supports many languages and suits various styles, whether coding is done singly or in a large team. It knows what your work context is, so its recommendations appear natural. It brings you inspiration, helps you learn, and keeps you productive because instead of fighting with errors or boilerplate, the focus is off toward real building.
Pros
Covers a broad swath of programming languages and frameworks.
Seamless compatibility with the most widely used IDEs
Becomes a mentor in giving syntax recommendations and coding patterns
Cons
could corrupt the code by adding bugs or errors without proper checking.
May develop dependency
Pricing
Plan
Pricing
Team
$4/user/month
Enterprise
$21/user/month
Replit
Website
replit.com
Rating
4.4
Free Trial
Yes
Best For
Developers, learners & teams needing cloud IDE + AI assistants for building, deploying & collaborating
Replit – Best AI Agents for Writing Code
Replit is an AI helper that assists anyone in making apps in the browser from an idea. There is no set up involved and no installation, just chat and share your vision and have the complete runnable code in a matter of minutes. Their AI can debug, explain how the code works, and improve features; hence, it makes software development feel light. Replit also excels at collaboration; you can do code together, deploy to the cloud at the speed of lightning, and use it on any device in real-time. With support for over 50 languages, it has fit up to many use cases.
Pros
No setup—just open it in the browser and start coding.
Developers who want an AI-powered code editor with autocomplete, agents, and context-aware coding tools
Cursor – Best AI Agents for Writing Code
An AI code editor from website to prompt to deploy: Cursor is smart and faster. It looks and feels like VS Code; AI, however, is embedded in its heart. You can give it high-level notes, and it will carry them through to full-blown refactors, code tips, or clear documentation. The agent mode is capable of doing full-end intensive tasks while you remain in command. With awesome tab systems, in-built Git, and access to top AI models, Cursor keeps the mix of codebase knowledge, rapid refactoring, a live terminal, and web document search. Through these, you can now navigate the trickiest work and sprint ahead — either to build something new or polish up an existing project.
Pros
Built-in inline prompts and multi-file refactoring.
Functions with all the top models (e.g., GPT-4, Claude, Gemini), with live web lookups.
On-demand code documentation with pre-emption, with real-time previews.
Cons
Will not fare well in extremely large and complex codebases
Launching new AI models or features tends to be unstable.
Pricing
Plan
Pricing
Pro
$20/month
Ultra
$200/month
Tabnine
Website
tabnine.com
Rating
4.0
Free Trial
Yes
Best For
Developers wanting a private, AI-powered code assistant supporting many languages and IDEs
Tabnine – Best AI Agents for Writing Code
Tabnine is an innovative AI code assistant, accelerating the pace of typing up codes. It also contributes to keeping projects safe. Essentially trusted by both startups and large teams, Tabnine integrates seamlessly into the most common IDEs in providing smart code suggestions and instant documentation while turning design files into codes. It takes into consideration each developer’s habits while learning from team codebases to make different recommendations. Tabnine runs multiline completions based on project context, increases debugging efficiency, and flags unsafe code, ensuring that engineers remain compliant. Tabnine does not impact privacy regardless of whether you use SaaS, private cloud, or on-premise, but scales up and down efficiently.
Pros
Heightened emphasis upon security, privacy, and compliance
Multi-line context-aware completions and document generation
Real-time code review and pull request agent
Cons
Can hog memory and CPU resources, slowing down IDEs
Not all advanced features in the free tier
Pricing
Plan
Pricing
Dev
$9/month
Enterprise
$39/user/month
Qodo
Website
qodo.ai (formerly Codium)
Rating
4
Free Trial
Yes
Best For
Developers needing AI-assisted code review, test generation, and code integrity tools
Qodo – Best AI Agents for Writing Code
Qodo is a coded AI agent that holds all kinds of coding strong throughout the software life cycle. It codes, builds unit tests, and reviews pull requests with ease. Qodo shows the user’s team style and gives intelligent, context-rich tips. It can write clear docstrings and explain source code without hiding anything. Task planning, coverage checks, and agent-driven flows leave fewer gaps in projects and facilitate smoother merges. Qodo comes equipped with SOC2-ready guardrails and works on many IDEs, boasting a quick and clean interface. From lone coders to grand teams, it adapts quite well. Its multi-agent system and deep code indexing make teamwork easier, while reducing the hustle of large, complex projects.
Pros
Full cycle support—code, test, review, merge, explain-in-one.
Context-aware agents suggest specific fixes and risk summaries.
Building full-stack web & mobile apps quickly using natural-language prompts; great for solopreneurs & makers.
Bolt – Best AI Agents for Writing Code
Bolt is an AI agent that facilitates speedy and efficient app development like we have not known before. It claims to rescript app development as one based on conversation and browsing instead of a small window in some code editor application. Speak a simple language about your idea, and Bolt builds full-stack applications-few frontends, back ends, and databases-with hundreds of prowling easy ownership of source code and exporting it. It integrates code generation, error detection, and visual editing, commonly used frameworks, real-time support for collaborative editing, and a plethora of other integration models. Bolt can customize prompts to fit the sole hacker or even larger teams and combine with such tools as third-party apps like Figma.
Pros
Really fast and good in prototyping for MVPs and demos.
Connects with everything, from KDDI to Figma, Netlify, Github.
Full manual override with hybrid AI/manual editing.
Cons
Performance bottlenecks are observed for large-scale projects.
Polishing manually would generate code for production.
Pricing
Plan
Pricing
Pro
$25/month
Teams
$20/member/month
Enterprise
Custom
Windsurf AI
Website
windsurf.com
Rating
4.5
Free Trial
Yes
Best For
Developers and teams wanting an AI-native IDE with agentic workflows, code-autocomplete, and full codebase context.
Windsurf AI – Best AI Agents for Writing Code
Windsurf AI is a next-generation agent-driven coding ecosystem aimed at helping teams and individual developers automate the entire cycle of software creation from inception to completion. Its Cascade agent does a deep scan of codebases, proposes multi-step edits, and runs commands on actual projects without the endless context-switching. Windsurf AI marries powerful LLMs, multi-repo support, and real-time code generation in a fast, native IDE compatible with VS Code, JetBrains, and IntelliJ. The whole system is tuned for speed and large projects, capable of supporting rapid prototyping as well as enterprise-grade security.Windsurf is ideal for partnerships in coding, robust reviews, and AI-first workflows on any platform.
Pros
Agentic automation for planning, code writing, review, and deployment.
Multi-repo indexing and cross-project suggestions.
Fast IDE with low memory, built for team collaboration.
Cons
Could miss manual fine-tuning in context automation.
Pro features (advanced models, collaboration) require paid plans.
Pricing
Plan
Pricing
Pro
$15/user/month
Teams
$30/user/month
Enterprise
$60/user/month
Figstack
Website
figstack.com
Rating
4.5
Free Trial
Yes
Best For
Developers who need explain-code, docstring generation, language translation, and time complexity analysis tools
Figstack – Best AI Agents for Writing Code
Figstack is a smart AI-based coding agent meant to make coding easy, irrespective of experience, to read, understand, and document. Trained over billions of examples, Figstack can quickly produce natural language summaries for complex code, generate clear docstrings, translate code between languages, and measure time complexity which clarifies how efficient an algorithm is, so that users can find and eliminate bottlenecks in code quickly. Smooth integration with GitHub and support for a multitude of languages facilitate collaboration with others. It can be helpful, for instance, when learning how to read archaic code, or it could automatically write documentation for new projects.
Pros
Positive attributes so unique:
It offers powerful natural language code explanation that aids in learning
Multi-language support also enables work through different technology stacks.
Cons
Free plan offers limited credits to heavy users
It always requires the latest platform updates to access the new features.
Pricing
Figstack offers custom pricing; contact them for a quote.
Codiga
Website
codiga.io
Rating
4.6
Free Trial
No
Best For
Developers & teams for AI/static code analysis, security scanning & automated code reviews
Codiga – Best AI Agents for Writing Code
Codiga keeps developers equipped with skills to write secure, clean, and high-speed code effortlessly thanks to its AI coding agent. Its real-time static analysis engine detects bugs, security vulnerabilities, and code smells in your coding when using such IDEs as VS Code and JetBrains. Further, Codiga joins teams through the sharing of smart code snippets, carrying out automated reviews, and enforcing custom rules in projects. Continuous integration feels at home thanks to GitHub, GitLab, and Bitbucket integration. It provides instant feedback, clear docs, and intelligent code tips that save time. Codiga increases velocity and quality for solo developers and teams alike.
Pros
Real-time, powerful static code analysis
Automated code reviews and indicated major issues before merging.
Advanced snippet manager speeds up reuses and onboarding.
Cons
Progressive features loop beginners into complexity
Codiga offers custom pricing; contact them for a quote.
AskCodi
Website
askcodi.com
Rating
4.5
Free Trial
Yes
Best For
Developers seeking AI-powered code generation, debugging, documentation, and multi-language support
AskCodi – Best AI Agents for Writing Code
An AI coding agent, AskCodi helps developers quickly and intelligently get solutions for any phase of the software development lifecycle. Getting real-time suggestions on code, finding errors, code translation, and document generation for more than 20 languages are its primary functions. Among others, AskCodi can refactor code, create unit tests, generate Makefiles, explain logic, and build queries for databases or regex patterns. You can test code instantaneously with sandbox apps while big-O analysis, collaborative Codespaces, and deep IDE integration save countless hours for teams and single developers alike. AskCodi has been designed with privacy in mind with flexible modeling in which answers, learning, and reviews are just a prompt away.
Pros
wide variety of unique coding, testing, and documentation tools.
Code generating, refactoring, and bug detection in 20 or more languages.
Real-time IDE integration with cloud Codespaces for team projects.
Cons
Some of the suggestions, however, require extra testing or refinement in the prompts.
Autocomplete capability outside of VS Code is limited.
Pricing
Plan
Pricing
Monthly Plan
$5 / 4M tokens/month
Yearly Plan
$4.17 / 48M tokens/month
Conclusion
An AI coding agent is thus an online platform that relies on AI to change the way software creation is done: these engines grant quick suggestions, automatically fixing bugs, automating repetitive coding activities, and mainly saving developers from thinking about the abstraction. Further, it is optimized for collaborative, clean, and easy-to-update code. Indeed, with support for several languages, these agents would smoothen coding experience both for novice and advance programmers making it easy for a small team to create large applications. It aids hands-free smart automation-inducing cost cut savings, early bug catching, and meeting deadlines. And since they keep learning from their experiences, these agents always push coding forward, simplifying, and making it more intelligent.
Bira 91, once India’s fastest-growing craft beer brand, is facing a serious crisis. The brand, run by B9 Beverages Private Limited, became popular for its quirky image and strong social media presence. By 2023, it was preparing for a major IPO.
In January 2024, the company changed its name to B9 Beverages Limited to meet IPO rules. What seemed like a small step created big problems.
Regulatory Roadblocks and Distribution Halt
After the name change, authorities in many states treated B9 Beverages Limited as a new company. Labels, packaging, and licences still had the old name. This caused delays because the company had to get new approvals for every beer variant.
As a result, Bira 91 could not be sold in many places. Warehouses were full of unsellable stock, leading to a cash flow crisis. The brand’s urban customers missed seeing it on store shelves and in bars, affecting sales.
Financial Impact
The crisis hit Bira 91’s finances hard. Revenue for 2024 fell to INR 638 crore from INR 824 crore in 2023, a drop of almost 22%. The company posted a net loss of INR 748 crore. Plans for the IPO have been put on hold, and the brand is struggling to regain its position.
Production started again in early 2025 after most approvals were cleared. However, the brand has lost its market momentum. Competitors have taken advantage of Bira 91’s absence from the shelves.
Employee Unrest and Leadership Issues
Over 250 employees reportedly asked for the removal of CEO Ankur Jain. They claimed salaries were unpaid for up to six months. Employees said management was not transparent about finances, adding to the crisis.
Investor D. Muthukrishnan noted on social media that Bira 91’s story shows how even a small procedural mistake can bring down a successful company. “Bira 91 was one of India’s most promising start-ups, growing rapidly as a popular craft beer brand. Yet a simple name change—from B9 Beverages Private Limited to B9 Beverages Limited—triggered a chain of problems. States treated it as a new company, banning sales and demanding fresh approvals for labels, products, and licences. Regulatory hurdles, halted sales, and internal conflicts pushed the company to the edge,” he said.
He added that while the situation may seem unfair, it reflects the reality of doing business in India. “Procedures, compliance, and proper documentation are crucial. Rules are complex, and assumptions can backfire. Expert legal advice is essential before making even small changes.”
Bira 91 was one of the successful start-up stories of last decade. It is a popular craft beer brand. They were growing so well. Reality is strange than what you can imagine. A procedural goof up has lead to whole company being collapsing and the founder now being forced even to…
Even with production restarted, Bira 91 faces a tough path to recovery. The company needs to rebuild consumer trust, fix employee issues, and regain market share. Analysts say strong management and clear communication will be key.
While Bira 91 still has fan support, regaining its previous market position will take time. Success will depend on careful planning, marketing, and resolving internal problems.
If the merger between Paramount and Warner Bros. actually comes through, and if TikTok somehow joins the mix, then Larry Ellison could end up commanding one of the most powerful media empires in modern history. For years, Larry Ellison was the wild child of Silicon Valley, the brash Oracle co-founder who loved racing yachts, collecting luxury estates modeled after Japanese palaces, and living life as extravagantly as he ran his company.
Oracle made him a billionaire many times over, but Ellison himself was always the main attraction, bold, outspoken, and larger than life. He is on a mission to build one of the biggest media empires the world has ever seen. What once looked like another billionaire passion project is now becoming a serious power move that could rewrite the entertainment and tech landscape for decades to come.
At the heart of this media ascent lies the elder Ellison’s close relationship with US President Donald Trump, who has openly praised the Oracle founder as “an amazing man and amazing businessperson.” For someone who built his reputation coding databases, it’s quite the evolution.
Larry Ellison, now 80, co-founded Oracle in 1977 and turned it into one of the world’s most valuable software companies. His net worth, tied to a nearly 40% stake in Oracle, has soared to around $370 billion as the company leads in artificial intelligence infrastructure. For a brief moment in 2025, he even surpassed Elon Musk as the world’s richest person.
Once known for his love of yachts, tennis courts, and his private Hawaiian island, Ellison now seems more focused on consolidating influence, not just in tech, but in shaping the future of media itself.
From the Middle Ground to the Political Spotlight
Ellison’s big political move came in 2016 when he donated tens of millions to support then–Senator Marco Rubio’s presidential run. Rubio’s campaign manager, Terry Sullivan, later described Ellison as a dream donor, “low-maintenance” and never demanding special access or endless meetings.
After Rubio’s campaign ended, Ellison stayed neutral, declining to endorse either Donald Trump or Hillary Clinton. Even in a 2018 Fox Business interview, he identified himself as part of “the dispassionate middle”, the moderate space shared, in his view, by figures like Clinton, Rubio, Mitt Romney, and Tony Blair.
But neutrality has its limits. In 2020, Ellison hosted a fundraiser for Trump’s reelection at one of his California estates. He didn’t attend the event but later joined a White House advisory council focused on reviving the U.S. economy during the pandemic. “I don’t think Trump’s the devil,” he told Forbes that year. “I support him and want him to do well.”
The TikTok Connection
By late 2020, Ellison’s company, Oracle, became a central player in one of the most high-profile tech dramas of the Trump era, the U.S. government’s standoff with TikTok. To address national security concerns, Oracle partnered with the app to host its U.S. user data and was even positioned to purchase its American operations in collaboration with Walmart. Though the deal ultimately fell through, Trump publicly praised Ellison as “a tremendous guy” and “a tremendous person.”
After the 2020 election, reports surfaced that Ellison joined a phone call with Senator Lindsey Graham and Fox News host Sean Hannity about contesting the results. However, Ellison’s son David later told journalist Kara Swisher that the family “believes it was a free and fair election and accepts the results.” According to a report by the Wall Street Journal, the Oracle-led consortium is set to acquire an 80% stake in TikTok’s U.S. operations.
The Political and Business Connection
Ellison’s ties to Trump date back years. A known Republican megadonor, he hosted a fundraiser for Trump in 2020. Oracle’s involvement with TikTok also began under Trump’s first term, when the company was tapped to host the app’s US user data.
Now, as the White House seeks a stable American hand to guide the platform’s algorithm, Oracle could soon play an even deeper role, giving Ellison unprecedented sway over one of the world’s most downloaded apps. The administration’s favor has also helped David Ellison, who’s carving his own path in the media landscape.
The Prodigal Son: David Ellison’s Rise in Media
While Larry was navigating the political and tech circles, his son, David Ellison, was building an empire of his own. His production house, Skydance Media, founded in 2010, made its mark in Hollywood with hits like Top Gun: Maverick, Mission: Impossible, and True Grit.
But in 2024, David took a bold leap, attempting to acquire Paramount Global, one of America’s oldest media giants. Backed financially by his father, the deal quickly became a political lightning rod. The merger process faced intense scrutiny amid Trump’s public attacks on Paramount’s CBS division, including a $16 million lawsuit over an edited interview with Kamala Harris. Paramount eventually settled the suit but denied any link to the merger approval process.
Soon after, Skydance made a surprising move: sending a letter to the FCC promising a “comprehensive review of CBS,” including the appointment of an ombudsman to handle complaints about bias and plans to roll back its diversity and inclusion programs. Two days later, the FCC, led by Trump loyalist Brendan Carr, approved the merger.
David Ellison: From Hollywood Flop to Media Mogul
David’s first Hollywood outing, the 2006 World War I film Flyboys, which he both financed and starred in, was a box office failure. But setbacks rarely stop an Ellison.
In 2010, he founded Skydance Media, a studio that soon became a powerhouse, producing global hits like Mission: Impossible, True Grit, and World War Z. His sister, Megan Ellison, built her own artistic niche with Annapurna Pictures, known for Her, Zero Dark Thirty, and American Hustle.
Over time, David expanded Skydance beyond film, venturing into television, gaming, and sports. His most daring leap came in 2025, when, with his father’s backing, he acquired Paramount Global, a move that instantly placed him among the most influential figures in American media.
The Paramount Deal and What Comes Next?
With Paramount under his belt, David Ellison now oversees an empire of 18,000 employees, including iconic outlets like CBS. The acquisition received the green light from the Federal Communications Commission (FCC), currently led by Brendan Carr, a Trump ally.
But that’s just the beginning. The Ellisons are reportedly eyeing Warner Bros. Discovery, home to franchises such as Harry Potter, Looney Tunes, Superman, HBO, and CNN. If this merger materializes, the result would be one of the largest media conglomerates in US history, blending Hollywood storytelling, news, and social media under a single family’s reach.
Building an Empire: From Tech to Hollywood
Earlier in 2025, David Ellison’s Skydance Media finalized an $8 billion merger with Paramount Global, giving the Ellison family control over iconic brands such as CBS News, MTV, Nickelodeon, and Paramount Pictures, spanning everything from children’s cartoons to nightly news broadcasts.
This bold move marks a striking pivot for a family whose fortune was built on enterprise software, yet it’s far from the last. Industry whispers suggest that Paramount Skydance is weighing a $70 billion bid for Warner Bros. Discovery, potentially bringing DC Comics, Harry Potter, Barbie, CNN, and HBO under the Ellison umbrella. Analysts at Barclays estimate that if the deal succeeds, the merged entity would become the world’s largest studio, commanding streaming platforms with over 200 million subscribers.
A Media Vision Beyond Politics
David Ellison’s public statements reflect a more balanced worldview, one that echoes his father’s earlier centrist philosophy. “We want to be in the truth business, the facts business,” he said. “We’re focused on the 70% of Americans who consider themselves center-left to center-right. That’s the audience we want to serve.”
With Paramount now under his control and potential acquisitions like Warner Bros. Discovery and The Free Press reportedly in the works, David Ellison’s next moves could reshape how entertainment and news coexist in the U.S., and how much influence one family can wield across both Silicon Valley and Hollywood.
Larry Ellison is the co-founder of Oracle and one of the wealthiest people in the world. Known for his extravagant lifestyle and bold business moves, he is now focused on building a massive media empire.
What is David Ellison’s role in Hollywood?
David Ellison is the founder of Skydance Media, a production company behind hits like Top Gun: Maverick, Mission: Impossible, and True Grit. He now oversees Paramount Global, expanding his influence in media.
The massive Taiwanese electronics manufacturer Pegatron is constructing a new plant in Chennai with the goal of manufacturing 5G small cells for the expanding private networks industry in India. The plant will also be able to meet demand from other parts of the world, including Europe, Southeast Asia, and possibly North America, in a Moneycontrol interview.
The new plant represents Pegatron India’s next stage of investment in the country’s telecom manufacturing ecosystem, according to Jayant Moghe, AVP and Country Manager. According to him, the company is building its second Pegatron plant in Chennai to produce 5G tiny cells for the private 5G industry, which it anticipates will be a developing sector in the years to come, he told Moneycontrol.
Over the past four and a half years, Pegatron, one of the biggest electronics manufacturing services (EMS) companies in the world with $35–40 billion in global revenues, has been gradually expanding its telecom manufacturing footprint. According to Moghe, the Chennai facility would take advantage of India’s growing status as a hub for production and design to service both domestic and international clients.
Pegatron and Apple Bond in India
One of Apple’s main manufacturing partners, Pegatron, had been putting together iPhones at its plant in Chennai. Tata Electronics, however, has already taken over that factory and will keep making iPhones there. With Tata being the first Indian business to produce iPhones and taking over Pegatron’s operations, the decision represents a significant change in Apple’s India strategy. The forthcoming Chennai unit will first concentrate on 5G tiny cells, which are essential facilitators of private 5G networks utilised by businesses in automation, transportation, mining, and manufacturing.
Moghe did point out that Pegatron offers more than just radios as part of its telecom business. According to him, the company manufactures full 5G devices, including cameras, CPEs, Wi-Fi and GPON end-user devices, and AI modules. He also mentioned that the company is creating automation systems and cutting-edge AI hardware for use in smart factories.
He explained that Pegatron’s manufacturing vision combines hardware, networking, and artificial intelligence (AI), all of which the business is concurrently investing in internationally. In Batam, Indonesia, Pegatron already operates a fully connected private 5G-enabled factory that produces automation systems and AI-powered gadgets. The business intends to duplicate this model in India.
Pegatron Going Vocal for the Local
Prior to moving production to India, Moghe acknowledged that Pegatron currently designs its gadgets in Taiwan and handles new product introduction (NPI) procedures there. However, as India’s component ecosystem develops, the company anticipates increasing local sourcing and value addition over time. According to Moghe, the business would give local sourcing careful consideration in the future. The company will make the best localisation choices as the telecom component ecosystem grows.
Quick Shots
•Pegatron to set up a new plant in Chennai to
manufacture 5G small cells for private networks in India.
•Plant will also serve export markets including
Europe, Southeast Asia, and potentially North America.
•Second Pegatron facility in Chennai, focusing on
the growing private 5G sector.
•Pegatron is one of the largest EMS companies
globally with $35–40 billion in revenue.
In a statement released on October 10, Tata Consultancy Services stated that it intends to increase employment in the UK by 5,000 over the next three years through its ongoing investment and talent development initiatives. Reaffirming its long-term connection with the UK, India’s largest IT services company announced the opening of an AI Experience Zone and Design Studio in London as part of its investment ambitions in the UK, the statement stated.
According to Vinay Singhvi, president of TCS’s UK and Ireland division, the UK is the company’s second-largest market worldwide, making it a key component of its global investment plan.
He added that in order to keep a competitive edge in artificial intelligence and emerging technologies, the AI Experience Zone will also support innovation through partnerships with companies across the United Kingdom. TCS is also investing in people, innovation, and skills in all four countries as it continues to grow its presence throughout the UK.
Tata-UK a 50 Year Old Partnership
With 42,000 direct and indirect jobs over the years, the Tata Group company claimed to have a 50-year collaboration with UK companies, spearheading their digital transformation and fostering talent development.
The AI Experience Zone and London Design Studio, according to the business, are a “reimagination” of its flagship PacePort facility and are anticipated to be crucial in promoting client collaboration and creativity throughout the United Kingdom. TCS built a studio in New York in September, and this London location is its second.
UK’s Investment Minister Applauding TCS’ Efforts
The UK’s investment minister, Jason Stockwood, expressed his excitement in seeing Tata Consultancy Services’ (TCS) technological innovation up close at their Mumbai site. The Tata Group has demonstrated leadership in philanthropy and entrepreneurship for almost 150 years.
Stockwood further mentioned that as TCS and the UK commemorate a historic prime ministerial visit to India, they have reiterated the two economies’ commitment to maximising the trade agreement they struck in July. The Tata Group, a valued investor in the UK, and its businesses, such as TCS, are essential to this goal, which will eventually result in job creation, financial gain, and economic expansion for both nations.
Quick Shots
•TCS
to create 5,000 new jobs in the UK over the next three years as part of its
talent development and investment plans.
•AI
Experience Zone and London Design Studio inaugurated to drive innovation and
client collaboration.
•UK
is TCS’s second-largest market globally, according to Vinay Singhvi,
President, UK & Ireland division.
•AI
Experience Zone will foster partnerships with UK companies and support
emerging technology development.
•Tata-UK
partnership spans 50 years, contributing to 42,000 direct and indirect jobs.
•London studio is a reimagination of
the PacePort facility, following a similar studio launch in New York.
More than 250 workers at B9 Beverages, the firm that makes Bira 91 speciality beer, have demanded that founder Ankur Jain be fired from management and that the company’s leadership be changed. The workers petitioned the company’s board, the biggest lender, Anicut Capital, and significant investors, Kirin Holdings and Peak XV Partners.
According to ET, the corporation hosted a town hall in September in response to the petition. The workers’ petition stated that they were demanding a change in leadership because of “corporate governance failure, lack of transparency, delays in employee dues and salaries”, as well as creditor proceedings that highlighted “deteriorating financials” and unpaid vendor bills.
Bira 91’s Production Halted
Nearly every current employee signed the petition, according to a source.According to executives with knowledge of the matter, Bira 91’s production stopped in July. BlackRock, which was negotiating to lend the promoter group INR 500 crore in debt, has also pulled out of the talks. Jain, his mother, and his wife are on the board of the corporation.
Jain and his family owned 17.8% of the company as of June 2025, with Kirin Holdings holding the largest interest (20.1%). Jain responded to the petition by stating that the business is not aware of any such petitions sent to important shareholders. There had been no official contact to the board, he continued. Although he admitted to a “pause” in production in September, he anticipates that it will resume this month.
A number of workers informed ET that reimbursements had been unpaid since November 2024 and that salaries have been six months behind schedule. For all employees this fiscal year and for more than fifty employees during the previous fiscal year, tax deducted at source has not been deposited.
What Caused the Stir Among Bira 91 Employees?
Over 500 workers, many of whom have left the company, still owe INR 50 crore in unpaid salaries. “In addition, there have been numerous exits and layoffs,” one worker stated. From over 700 last year, the workforce has now decreased to just over 260. “It is true that we have employee overdues that have been persisting,” Jain said, acknowledging the delays.
Depending on the number of employees, these can last anywhere from three to five months. They also involve a delay in paying taxes that are owed. He claimed that by concentrating on fewer states, cutting expenses, and increasing margins, the corporation has reorganised its operations.
“This has required making difficult decisions about cost reduction, such as cutting the number of employees by almost 50% in the last 15 months.” With sales volumes down to 6-7 million cases from 9 million in FY23, B9 Beverages recorded a net loss of INR 748 crore in FY24 on revenue of INR 638 crore. According to an ET report, FY25 figures have not yet been submitted.
Volume declines and a backlog of employee, vendor, and statutory dues were the results of “significant business disruptions” over the previous 18 months, according to Jain, which were brought on by changes in the company name, changes in the spirits policy, and delays in fundraising. Production plants in Gwalior and Nagpur, he claimed, were “live” in July and August, took a break in September, and are anticipated to start up again this month.
Quick Shots
•Over
250 employees of B9 Beverages (maker of Bira 91) have petitioned to remove
founder Ankur Jain from management.
•The
petition was sent to the company’s board, Anicut Capital, and investors Kirin
Holdings and Peak XV Partners.
•Workers
allege corporate governance failures, lack of transparency, and six-month
salary delays.
•Production halted in July 2025;
most employees reportedly signed the petition.
An AI coupon finder makes shopping smarter and easier, with most of the work dedicated to helping users save money with the least effort. It scans thousands of offers in seconds and matches the best discounts with what people need. Simple to use, it quietly operates in the background and presents deals at checkout without all the long searching. Smart filters allow shoppers to select what fits within their budget, interests, and style. Real-time updates save users from losing out on limited offers.
Verified codes; new deals daily; smart filters for faster search
CouponDunia
Website
coupondunia.in
Rating
—
Best For
Coupons, cashback, deals & promo codes in India
CouponDunia – Best AI Coupon Finder
CouponDunia is said to be one of India’s most popular savings apps. It basically is one place from where you can find the cashback, coupons, and real-time deals from thousands of stores. Its intelligent AI studies the habits of the users and suggests the most viable options to them. This way, they can stack such kinds of bank deals, cashback, and codes to get a better result. The app is straightforward, speedy, and trusted by millions of users. Cashbacks are transferred quickly, and coupons get credited within seconds. CouponDunia keeps shopping seamless and rewarding.
Pros
Deals powered by AI recommendations fit for user preferences
Quick cashback credit and easy withdrawal options
Widespread association with major online brands
Cons
App notifications may be annoying
Cashback rates might change as per the Merchant’s affiliate program.
RetailMeNot
Website
retailmenot.com
Rating
4.8
Best For
Coupons, cash back, and promo codes for online shopping
RetailMeNot – Best AI Coupon Finder
RetailMeNot is one of the most important coupon applications that can quickly save money for users. It provides users with several tested promo codes, cashback guarantees, and its own Stackable Savings™ to offer benefits for over 20,000 brands and stores. This app and browser tool can thus remove and apply the best deals automatically upon checkout by mixing coupons, cashbacks, and sales for extra rewards. Users receive intelligent recommendations and instant alerts, besides easy access to fashion, travel, dining, and much more. The savings will deliver a barcode for an even more immediate online or in-store experience.
Pros
Stackable Savings™ automatically combines coupons and cashback.
Simple redemption on your phone with barcode scanning in-store.
Cash boosts for lucky ones; exclusive seasonal offers.
Cons
Recent app updates have limited some users’ ability to search stores.
The ads and clunky interface can ruin the app experience.
CouponCabin is making life so painless for people who shop smartly using verified promo codes, print-at-home coupons, and even being able to get up to twenty percent cashback from more than 4,000 stores. The app and browser extensions do all the searching for their deals, keeping a fresh update of offers every day, and allow users to clip or share their biggest offers. Smooth online and in-store savings, thanks to real-time alerts on quick payouts and easy account tracking. With speed, with ease, and with trust, shoppers will always be saving and stocking up money.
Pros
Verified promo codes and print coupons for savings in-store and online.
Cash back to 20% on thousands of brands.
Quick cash back payouts and simple tracking.
Cons
Account verification may require sensitive info for big withdrawals.
Cashback issues with several retailers (delayed or denied).
Rakuten Rewards
Website
rakuten.com
Rating
4.3
Best For
Cashback & shopping rewards
Rakuten Rewards – Best AI Coupon Finder
Rakuten Rewards connects members to 4,500+ top brands worldwide and is a global cashback and coupon platform utilized by millions of people globally. Its app and website enable users to earn cash back on their online and in-store purchases. Deals may stack with rotating specials, while alerts pop up at checkout. Rakuten also gives personalized tips, bonus rewards, plus cash-back options that users may choose to turn into Amex points. Simple, reliable, and automatic, saving becomes interesting to fun. So far, Rakuten members have earned more than $4.6 billion as cash-back rewards.
Pros
Cash back can be earned in over 4,500 stores worldwide
Users get personalized coupons
AI-powered notifications for deals at checkout.
Cons
Quarterly cashback payouts not instant.
Bonus rates are time-limited and easily missed.
ShopSavvy
ShopSavvy – Best AI Coupon Finder
An AI-powered intelligent coupon and price finder, ShopSavvy allows shoppers to scan any barcode or product and instantly view the best price from thousands of online and nearby retailers. Live price checks ensure that users never overpay and also alert them when saved items go on sale. Pricing data is sourced from major names like Amazon, Walmart, and Best Buy, so that discounts show up online or offline. The app is extremely user-friendly and offers product reviews, search alerts, and a watchlist for future purchases. ShopSavvy helps each and every shopper save quicker and smarter.
Pros
Reviews with direct shopping links aid such smart shopping decisions.
Grabs prices from general retailers and smaller shops.
Smoothly tracks online and local prices into a single spot.
Cons
No cashback or rewards- only savings up front.
Some users may be affected by ads and occasional glitches.
Ibotta
Website
ibotta.com
Rating
4.7
Best For
Cash back & rewards on everyday shopping (groceries, retail, etc.)
Ibotta – Best AI Coupon Finder
Ibotta provides an efficient and straightforward cashback system for users worldwide on groceries, gas, dining, and retail. The users easily upload a picture of their receipt, and AI does the rest in suggesting deals based on their past purchases. There are no bulky paper coupons, only smart savings. Ibotta partners with Walmart, Kroger, and thousands of other retailers in over 500,000 locations. Users earn cash back from milk runs to hotel stays. With bonus challenges, gift card rewards, and easy cash-out options through PayPal, Venmo, or gift cards, saving is even more awesome.
Pros
Live cashback on really casual purchases, groceries, travel, and more.
Bonuses, milestones, and team-up rewards
Fast cash outs-choose PayPal, Venmo, or reload gift cards anytime.
Cons
Brand loyalty tied some of the offers.
Some retailers do limited deals at certain locations.
Manus
Website
manusapp.com
Rating
4.5
Best For
AI-powered writing assistant for research, thesis, and academic projects
Manus – Best AI Coupon Finder
Manus is an innovative AI coupon tool, giving instant, real-time savings. It searches thousands of stores and sites to capture the best offers. Shoppers can put in anything-a product, store, or link-and Manus will check and rank the top 3 deals for real savings. Unlike regular coupon apps, it checks each code before sharing for expiry, fine print, and validity. Users are notified instantly and can save on fashion, travel, tech, or even niche sites. Simple, quick, and smart, Manus ensures that every discount is triple-checked and ready at your fingertips for the moment you decide to shop.
Pros
scans live databases for real-time, accurate discounts.
includes product URLs, store names, or general searches.
Wide variety of products, stores, and currencies of the world.
Cons
Top-ranked deals are limited to three per search.
Full access might require registration or an invitation.
Earning rewards & gift cards via walking in stores, scanning products, shopping & receipts
Shopkick – Best AI Coupon Finder
Shopkick is a wonderful AI coupon application that uses savings game-play technology to reward users with points, or ‘kicks’, for walking into stores, scanning products, online or in-store shopping, or even watching videos. With partners such as Target, Walmart, and TJ Maxx, Shopkick delivers digital coupons, promo codes, and price drop alerts, as well as an exciting action-saving experience. In the app, there is a live map that shows where to go and how to tend to earn more kicks. Shoppers can redeem their kicks for instant gift cards from top brands.
Pros
Gift cards are easy to redeem at several retailers.
In-store coupon integration may skip some small local brands.
Capital One Shopping
Website
capitaloneshopping.com
Rating
4.9
Best For
Coupons, price comparisons, and earning rewards when shopping online
Capital One Shopping – Best AI Coupon Finder
Capital One Shopping is a smart AI coupon tool that automatically saves money. It works at more than 30,000 stores online to find and apply working coupons. The app and browser extension can also compare prices, track favorite items, and alert to price drops. Its rewards program helps users convert their points into gift cards from top brands. There is no typing in codes; rather, it tests and applies the best deal for you. Not just Capital One customers, but everyone is eligible for this service; it is designed to prevent shoppers from overpaying at any store.
Pros
Comparison shopping makes it very apparent at a glance
Enriches purchases with points to reward users.
Works on Chrome, Safari, Firefox, Edge, and mobile
Cons
Some users complain of slow page loading
They skipped some smaller retailers and international chains.
GrabOn
Website
grabon.in
Rating
4.6
Best For
Coupons, promo codes, and cashback deals for Indian shoppers
GrabOn – Best AI Coupon Finder
GrabOn is one of the finest AI coupon apps based in India, providing instant discounts on user bills for flights, food, fashion, tech, and more. Smart Search displays the most suitable codes for over 3,000 brands and more than 171 categories. New discounts are added daily. Every coupon is tested on accuracy, expiry, and real value, so users always get offers that work. It also sends live deal alerts, trends top stores, and allows customers to filter by category for quicker results. Be it a daily essential or a travel booking, GrabOn makes saving simple and fast.
Pros
92,000+ verified coupons and 1,000+ fresh deals every day.
Codes are handpicked for the leading online shops and local favorites.
Dedicated customer support
Cons
Few global stores covered.
Website outage on rare occasions
Conclusion
AI coupon finders make shopping more intelligent and easier by finding valid discounts and applying them automatically without any extra work. Watch for price changes, scan lots of stores, and deal only with the offers active right now. No more wasting precious time for shoppers searching for codes or fretting over being left out. Deals appear on their checkout screen instead. These smart helpers get to know their shopping patterns, helping them find bargains on what they buy most. With everything being handled in the motor behind the scenes, each purchase feels like a win.
FAQs
What are some Best AI Coupon Finder?
Some Best AI Coupon Finder are:
CouponDunia
RetailMeNot
CouponCabin
Rakuten Rewards
ShopSavvy
Ibotta
Manus
Shopkick
Capital One Shopping
GrabOn
What is an AI coupon finder and how does it work?
An AI coupon finder is a smart tool that scans thousands of online stores to find valid coupons, cashback offers, and discounts.
Can I earn cashback through AI coupon apps?
Absolutely, Many offer cashback for online and in-store purchases. Cashback can be withdrawn through PayPal, Venmo, or converted into gift cards.
India’s startup and corporate ecosystem saw notable developments on 10th October 2025, with key funding rounds, IPOs, and strategic investments shaping the business landscape. Foodtech startup Hunger Inc raised INR 215 Cr to expand its meal subscription services, while cybersecurity firm PantherUn Technologies secured $12 Mn to strengthen its enterprise security offerings. In the corporate segment, WeWork India made a modest stock market debut, and Tata Consultancy Services announced a massive $6–7 Bn investment in AI-focused data centres, highlighting the country’s growing focus on innovation, infrastructure, and technology-driven growth.
Foodtech startup Hunger Inc has raised INR 215 Cr from Lighthouse Funds and DSG Consumer Partners. The funding will be used to scale operations, enhance technology for food delivery, and expand into new cities across India. The startup focuses on providing convenient, healthy, and affordable meal subscription solutions for individuals and corporates.
PantherUn Technologies secures $12 Mn to boost cybersecurity offerings
Cybersecurity firm PantherUn Technologies has raised $12 Mn in a funding round to strengthen its enterprise security solutions. The investment will support product development, expand threat detection capabilities, and enhance the company’s footprint in India and global markets, focusing on protecting businesses from evolving cyber threats.
Key Business News for 10th October 2025
WeWork India IPO Debut
WeWork India, the co-working space provider, had a modest debut on Indian stock exchanges. Shares opened at INR 650 but closed at INR 632, slightly below the issue price. The INR 3,000 Cr IPO was fully an offer-for-sale, with Embassy Buildcon LLP and WeWork Global selling their stakes. The company posted a 17% revenue growth in FY25, reaching INR 1,949 Cr, and swung to a profit of INR 128 Cr from a loss of INR 135.7 Cr in FY24.
TCS $6–7 Bn AI Data Centre Investment
Tata Consultancy Services plans to invest $6–7 Bn to build AI-focused data centres with a total capacity of 1 GW over the next 5–7 years. The move aims to strengthen TCS’s position in AI infrastructure. Analysts note the high capital intensity but see it as a strategic shift to future-proof the business amid growing AI demand.
Language models now dominate many large consumer products. They need careful monitoring to remain safe and useful. Very good monitoring keeps clear answers, reduces questions of bias, and prevents errors before losing trust. State-of-the-art tools track exactly how models behave, identify differences, and flag strange or risky replies. They help teams check that outputs match the task and follow brand style and rules. Most tools also reveal below-the-surface information like cost and speed, so teams can take action. With the help of intuitive dashboards, alerts, and reports, these platforms transform complex model actions into lucid insights. This is likely to improve businesses’ use of AI in a safer and more self-controllable manner.
Security-focused monitoring across LLMs, GenAI, multimodal AI
Langsmith
Website
langchain.com/langsmith
Rating
4.7
Free Trial
Yes
Best For
Developers monitoring, debugging, and evaluating LLM applications
LangSmith – Top LLM Monitoring Tools
LangSmith keeps the whole team in the clear about the workings of a large language model, from input to output, exposing every step taken. It enables full tracing, visual dashboards, custom checks, and real-time error and speed tracking. Alerts, deeps debugging, user feedback, and simplified workflows catch issues that basic logs often do not name. Lightweight SDK working with Python, TypeScript, and REST allows developers to track every interaction and optimize speed, cost, and output quality. It does not matter if you are tracking production chains or doing some experiment testing with these tools; they ensure reliability while operating LLMs.
Pros
Complete stack traces for all workflows.
Unified user interface for debugging, testing
Real-time alerting and dashboard visualizations.
Cons
Setup can be very complex for trivial applications and very small ones as well.
Extended retention and volumes attract an extra cost.
Pricing
Plan
Pricing
Plus
$39/month
Enterprise
Custom
Langfuse
Website
langfuse.com
Rating
4.6
Free Trial
Yes
Best For
Tracing, evaluating, and monitoring LLM applications with detailed analytics
Langfuse – Top LLM Monitoring Tools
Langfuse is open source and helps simplify the understanding of LLM workflows. It traces every step, manages the prompts, and checks outputs on all stages. Teams can quickly find failures and report any issues with regard to quality and cost, making use of any model or framework that they want. Shared dashboards and annotation tools allow everyone to cooperate. The flexible integrations, real-time metrics, and security options make Langfuse applicable for both small and large projects. It manages sophisticated agents and multimodal inputs, growing along with your needs. From testing single prompts to debugging complete production chains, Langfuse enables developers to achieve better reliability without guesswork.
Pros
Open-source and self-hostable to maintain full control.
Interoperable with any model, framework, or language.
Scalable, secure, and infinitely easy to integrate.
Cons
UI drilling into lower levels may hinder a more thorough trace review.
Some teams may find initial self-hosting setup challenging.
Pricing
Plan
Pricing
Core
$29/month
Pro
$199/month
Enterprise
Custom
PostHog
Website
posthog.com
Rating
4.7
Free Trial
Yes
Best For
Product analytics, session recording, and feature flag management
PostHog – Top LLM Monitoring Tools
PostHog is an open-source suite composed of LLM monitoring, product analytics, and session replay. This allows teams to better observe how and when users interact with language models in the wild, helping them identify problems sooner. LLM analytics from PostHog log all model requests, prompts, and outputs, relating them to business metrics, A/B tests, user sessions, and costs as they happen. PostHog uses intuitive dashboards and simple SQL queries to turn complex LLM data into basic insights, helping teams debug faster and build trust with users. It operates in the cloud or on your servers, giving maximum flexibility in control.
Pros
Freedom of choice for running in cloud or self-hosting as an open-source stack.
Deeply insightful with custom SQL, product-level A/B tests, and user journey replay.
Great integration with popular LLM APIs, with advanced levels of privacy protection.
Cons
Cloud bills could be unpredictable due to high volume and replays.
DevOps effort is required for smooth self-hosting at scale.
Monitoring, logging, and analyzing LLM API usage and performance
Helicone – Top LLM Monitoring Tools
Helicone simply provides developers with tracking, debugging, and improving LLM applications. Its components include deep observability, real-time cost and latency tracking, session replay, and even multiple model support. Teams can integrate in a single line to haul in very detailed logs on every prompt, response, and workflow. Also included are prompt management, agent tracing, cost analysis, and anomaly detection. Helicone’s dashboard ties AI costs and performance directly to the features and users, allowing easy detection of errors or overspending for any team. It has open source options, cloud, and gateway sales channels so that it can be scaled from solo formats to even enterprise LLM stacks.
Pros
Complete self-hosting; it is open-source and vendor-neutral.
Easy SDK for Python that is integrated with every LLM provider
Real-time monitoring of agent workflows, token usage, errors, latency, and user feedback.
Cons
Steep learning curve
Requires support from outside backend infrastructure to present the visualizations
Pricing
Plan
Pricing
Pro
$20/seat/month
Team
$200/month
Enterprise
Custom
Arize
Website
arize.com
Rating
4.8
Free Trial
Yes
Best For
AI observability, model performance monitoring, and drift detection
Arize – Top LLM Monitoring Tools
An observability and evaluation platform for LLMs, Arize delivers complete visibility and control over massive AI systems. This means that tracing, prompt analysis, live cost tracking, and drift-detection capabilities are combined to detect errors, biases, and regressions at any stage of development and production. Teams use Arize for detailed monitoring, agent visualization, automated alerts, and better prompt iteration to drive compliance. Supporting OpenTelemetry, custom dashboards, and cloud integrations, it is very much at home in complex, multi-cloud environments. Its AX AI assistant also lends a hand in debugging and semantic search, which facilitates the management of workflows. Arize ensures that LLM-powered systems are safe, fast, and transparent.
Pros
Strong drift detection, bias monitoring, and explainability.
Automated alerts and an AI assistant for fast troubleshooting.
Cons
Pricing can be steep for smaller teams or new startups.
On-premises deployment options are limited compared to SaaS.
Pricing
Plan
Pricing
Ax Pro
$50/month
Ax Enterprise
Custom Pricing
Deepchecks
Website
deepchecks.com
Rating
4.7
Free Trial
Yes
Best For
Testing, monitoring, and validating ML models and data quality
Deepchecks – Top LLM Monitoring Tools
Deepchecks provides teams with a simple process for automated monitoring of bias, hallucination, toxicity, and privacy leaks in their LLM evaluation. So teams can quickly check model outputs and enhance model reliability. The platform extends support for benchmarking, CI/CD pipelines, manual/automatic annotation, and root-cause analysis, thus tracking performance drift and compliance across the application lifecycle. Metrics like groundedness and sentiment are tied to live system data, giving dashboards and real-time production monitoring that catch issues out of sight of the user. Built in Python and open-source, Deepchecks is convenient with other cloud setups in addition to AWS SageMaker, ensuring the deployment of AI at scale in a secure manner.
Pros
Tightly integrated into CI/CD, SageMaker, and real-time dashboards.
Fast and thorough testing with flexible annotation and benchmarking.
Open-source foundation with a strong community backing it.
Cons
Hallucinations in edge cases may require manual review.
Setting up and configuring the ML model might require some ML engineering skills.
Pricing
LlamaIndex
Website
llamaindex.ai
Rating
4.8
Free Trial
Yes
Best For
Building and managing LLM applications with structured data integration
LlamaIndex – Top LLM Monitoring Tools
LlamaIndex is an open-source toolkit that serves to make LLM applications faster and smarter. It integrates enterprise data, such as databases, cloud storage, APIs, or files, all together so that developers can build chatbots, search engines, and knowledge assistants that give fast, precise answers. Some built-in tools include fast indexing,context-aware query parsing, and design scalable, which help teams handle large datasets and make LLMs ever more accurate, rapid, and reliable in production. Developers can customize frameworks and use modular components for solutions tailored to their needs. With support from elite LLMs and a great community, LlamaIndex makes application creation, scaling up, and enhancement simple.
Pros
optimized for high-speed indexing and retrieval of voluminous data.
connects to various disparate sources: databases, files, APIs, and any SaaS app.
Token predictors to estimate costs incurred for querying and indexing.
Cons
Initial setup, as well as advanced use, requires knowledge of the data structures.
Certain premium functionalities are available only via paid plans for scaling and support.
Pricing
Plan
Pricing
Starter
$50/month
Pro
$500/month
Enterprise
Custom
Datadog
Website
datadoghq.com
Rating
4.7
Free Trial
Yes
Best For
Monitoring and security platform for cloud applications and LLM infrastructure
Datadog – Top LLM Monitoring Tools
For the monitoring of LLMs, Datadog has integrated infrastructure, application, and AI observability into a single cloud platform to support enterprises. Its LLM observability suite monitors every prompt, agent workflow, and API call with careful logging of latency, token use, errors, and security risks such as prompt injections. Root causes can be rapidly isolated and acted upon at scale by teams. Integrated experiments and custom evaluators alongside extensive dashboards provide insights into quality, cost, and compliance risks. Automated alerts and AI-based anomaly detection offer further comfort. Datadog promotes accountability, rapidity, and strong adherence to compliance for mission-critical LLM applications, with fair support for OpenAI, Bedrock.
Pros
Complete monitoring of agents, chains, and model calls.
Embedded in-house as well as external quality checks, prompt safety checks, and security.
Automated detections of anomalies and vast cloud-native integrators.
Cons
Pricing is unsuitable and difficult for smaller teams
Custom insights and billing management may introduce administrative overhead.
Pricing
Plan
Pricing
Pro
$15/host/month
Enterprise
$23/host/month
DevSecOps Pro
$22/host/month
DevSecOps Enterprise
$34/host/month
TrueFoundry
Website
truefoundry.com
Rating
4.6
Free Trial
Yes
Best For
MLOps and LLM deployment platform to streamline model training, monitoring, and scaling
TrueFoundry – Top LLM Monitoring Tools
Now, it being the first LLM observability platform TrueFoundry has developed for enterprises, that means teams can monitor, manage, and improve their large language models at scale. The AI Gateway provides real-time insights into usage, latency, drift, and costs per request, per user, and per model. Dashboards, as well as anomaly alerts, will carry metadata that will give immediate context to quickly find and fix issues. TrueFoundry goes as far as enabling deep logging, prompt versioning, automated CI/CD pipelines, and accelerated GPU-inference. For one, built-in integrators to Prometheus, Grafana, and OpenTelemetry give a single view for prompt auditing, security, and cost-efficient LLM operations.
Pros
Fine-grained prompt management, drift detection, and cost tracking across 250+ LLMs.
Routing, scaling, and unified controls on an enterprise level for hybrid/cloud setups.
Supports quick A/B testing and rollback, as well as CI/CD with Git workflows.
Cons
Advanced configuration and historical usage reports may require technical onboarding.
The dashboarding for fine-grained analytics is still being built.
Pricing
Mindgard
Website
mindgard.ai
Rating
4
Free Trial
Yes
Best For
Organizations needing automated AI security testing and red teaming to find & fix vulnerabilities in AI models
Mindgard – Top LLM Monitoring Tools
Mindgard stands for AI and LLM security, automated red teaming, and real-time adversarial testing. It identifies risks that conventional monitoring tools miss. It simulates attacks on LLMs, generative AI, and multimodal apps: prompt injections, jailbreaks, system prompt leaks, and RAG-specific exploits. Mindgard integrates into CI/CD and MLOps workflows, conducting fast, continuous threat assessments to keep the systems compliant and resilient. Using a large threat library, expert research, and compliance-driven analytics engenders security as an active shield. With policy enforcement, SSO, access control, and SIEM integrations, Mindgard gives teams full AI risk management. It makes protecting AI systems clear, proactive, and trustworthy for organizations of all sizes.
Pros
Model-agnostic, spans LLMs, GenAI, images, and multi-modality AI.
Automated red teaming for live threat discovery, beyond just static scanning.
Rich attack library, AI-enabled policy enforcement, and compliance-ready reports.
Cons
No public user review data, and the new feature set has less community feedback.
Not meant as a traditional infra or performance monitoring tool-focused just on security.
Pricing
Conclusion
Things are safer, quicker, and better with the help of modern monitoring platforms when working with big language models. Every action is traceable, data can be tracked, and most importantly, issues like bias or drift can be detected before they cause problems. Error dashboards and smart alerts help fix errors quickly to keep costs low and quality high. Works in both on-prem and on-cloud, depending on the size of the project-from a little startup test to global deployments. Automated guardrails, security checks, and granular evaluations inspire trust in LLMs for teams. Great insights at every step, making it easier to scale AI securely, speed up innovation, and have great control of complex models without guesswork and risk.
FAQs
What are some Top LLM Monitoring Tools?
Some Top LLM Monitoring Tools are:
LangSmith
Langfuse
PostHog
Helicone
Arize
Deepchecks
LlamaIndex
Datadog
TrueFoundry
Mindgard
How do LLM monitoring tools improve AI safety and compliance?
Modern LLM monitoring tools include bias detection, toxicity checks, and security alerts for prompt injections or data leaks.
Can LLM monitoring reduce operational costs?
Yes. By tracking token usage, API calls, and latency, these platforms help identify inefficiencies that drive costs up. Teams can optimize prompts, streamline workflows, and reduce unnecessary model calls to save both time and money.
As the 157-year-old Tata organisation, the biggest corporate conglomerate in the nation, negotiates intricate shareholder disputes and strategic choices, a number of changes within the organisation are garnering fresh attention. The firm has been embroiled in fresh scandals since the death of seasoned businessman Ratan Tata last year, involving everything from domestic family conflicts to government interference.
The main cause of the current commotion is the possible departure of Tata’s biggest and oldest shareholder, the Shapoorji Pallonji (SP) Group. As of 1936, the SP Group had an 18.37% ownership holding in Tata Sons. Tensions erupted in 2016 during the well-known Cyrus Mistry-Ratan Tata case, which went to the Companies Tribunal and then the Supreme Court, where Tata Sons prevailed. The relationship had been characterised by friendly relations for decades.
SP Group Navigating Through Financial Crunch
Ten years later, tensions between the two families have returned, this time in relation to Mehli Mistry and Noel Tata. According to reports, Tata Sons has started looking into ways to permanently address these problems, such as maybe purchasing the SP Group’s holding.
In order to reduce its financial risk, the SP Group, which has substantial debt commitments, has indicated a desire to sell its shares in Tata Sons. However, corporate governance regulations impede any escape. Since the SP Group is a promoter with a holding greater than 10%, any acquisition or disposal must go by the rules of the Reserve Bank of India, Tata Sons’ articles of association, and general business standards.
Options Available for SP Group to Strike the Deal
The first option is for Tata Sons to buy all of the SP Group’s shares directly. The 36% capital gains tax that the SP Group will pay on the acquisition, which might total thousands of crores, is the reason for the opposition to the agreement, which is anticipated to cost about INR 3 lakh crore. Converting the SP Group’s investment into stock in Tata companies like Tata Steel or TCS is the second option. This would enable the SP Group to pay off its $1 billion debt that is due in 2026 by progressively realising funds.
However, such an exchange is now prohibited by Tata Sons’ current Articles of Association; thus, rule revisions are required. Thirdly, the SP Group could divest to a private equity fund or another external investor. This strategy saves Tata Sons money but also necessitates the conglomerate’s public listing—a step that has long been opposed in order to preserve the group’s private status.
Fourth, the SP Group would have a formal way out if Tata Sons were listed. However, the Tata Trusts, which own the group and have been adamant about maintaining its private ownership, have prevented this possibility from happening. Experts predict that any resolution will be drawn out and dependent on regulatory clearances, particularly those from the Reserve Bank of India and possibly the Supreme Court, given these limitations.
Quick Shots
•P Group has held an
18.37% stake in Tata Sons since 1936, marking nearly a century of
partnership.
•Relationship soured
after the Cyrus Mistry–Ratan Tata dispute (2016), which reached the Supreme
Court, ruling in Tata Sons’ favour.
•Current friction
reportedly involves Noel Tata and Mehli Mistry, reigniting differences
between the two families.
•Facing
heavy debt obligations, SP Group is looking to offload its Tata Sons stake to
reduce financial strain.
Rishi Mundra
