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Future AGI launches world’s most accurate multimodal AI evaluation tool

Future AGI launches world’s most accurate multimodal AI evaluation tool

February 11, 2025 Craig Etkin

AI infrastructure startup launches comprehensive evaluation and optimization platform to help enterprises achieve 99% accuracy in AI applications across software and hardware

San Francisco, California – February 11, 2025; While enterprise AI adoption accelerates, 85% of AI projects fail to meet expectations due to accuracy and reliability challenges in tooling*. Current tools lack the depth to provide actionable insights, leaving teams with vague evaluations without identifying root causes or improvement strategies. 

Today, Future AGI announces a $1.6M pre-seed funding round to scale its AI lifecycle management platform that enables enterprises to build and maintain high-performing AI applications with unprecedented accuracy. The funding round is co-led by Powerhouse Ventures and Snow Leopard Ventures, with participation from Angellist Quant Fund, Swadharma Source Ventures, Saka Ventures and a marquee group of 30+ industry stalwarts and angels 

Current AI tooling falls short in several critical areas—ranging from generating high-quality synthetic data and providing granular error analysis to enabling effective feedback and optimization loops—leaving cross-functional teams of subject matter experts, data scientists, and software developers without clear pathways to improvement. Most evaluations remain manual and superficial, with developers often defaulting to guesswork or “vibe checks” rather than informed experimentation. This fragmented ecosystem, coupled with limited domain expertise in tooling usage, makes it exceedingly difficult to pinpoint where models fail, devise data-driven remediation strategies, and ultimately treat AI development with the same rigor as modern software engineering.

Building trustworthy high-performing AI applications is complex — requiring rapid iterations across models, prompts, and data while safeguarding against harmful outputs. Future AGI’s platform streamlines this entire lifecycle with rapid experimentation, deep multi-modal evaluations, real-time observability, and continuous improvement capabilities. The platform’s proprietary technology includes advanced evaluation systems for text and images, agent optimizers, and auto-annotation tools that can reduce AI product development time by up to 95%. Users can complete evaluations in minutes and automatically optimize their AI systems for production, eliminating manual overhead and ensuring consistent performance.

“AI is becoming the new software, but its widespread adoption faces a critical challenge – reliability and accuracy at scale,” said Nikhil Pareek, CEO of Future AGI. “Today’s AI systems are probabilistic and error-prone, with improvement cycles taking 6-8 months. We’re building the foundational layer that ensures AI systems are trustworthy and reliable in production. Our platform isn’t just about workflow automation – we’re creating the data layer that continuously monitors, evaluates, and improves AI systems across multimodal interactions.”

FutureAGI is making significant strides across various industries. A Series E sales-tech company leveraged FutureAGI’s LLM Experimentation Hub to achieve an impressive 99% accuracy in agentic pipeline, accelerating their processes 10 times faster than previous methods, compressing weeks of work into just hours. This transformation has drastically improved their capacity for delivering personalized customer interactions at scale.

In another case, an AI image generation company utilized FutureAGI’s platform to streamline its image generation pipeline, resulting in a remarkable 90% reduction in costs by decreasing reliance on human evaluators while maintaining 99% accuracy for catalog and marketing images. These examples highlight FutureAGI’s ability to optimize operations and drive substantial cost savings while enhancing performance.

The platform’s capabilities extend beyond pure software applications to hardware AI agents in robotics and autonomous vehicles, where accuracy requirements are even more stringent. Future AGI’s synthetic data generation and evaluation systems enable companies to simulate edge cases and validate AI models under various real-world conditions before deployment.

Future AGI was the genesis of Nikhil Pareek and Charu Gupta and was born out of founders’ frustration with the growing challenges in data collection, annotation, and training model readiness. Each iteration magnified these issues, and through conversations with fellow AI builders, they realized this problem was widespread. Nikhil Pareek is a former AI founder, with multiple patents and research papers, comes with experience ranging from building autonomous drones to tackling complex data science challenges for Fortune 50 companies. Charu Gupta is a veteran in revenue growth, having successfully navigated multiple startups from inception to achieving revenues of up to $100 million. 

With a powerful team of 30 AI researchers and ML engineers—hailing from Microsoft, Amazon, and other top tech giants—alongside alumni from Ivy League and premier institutions, they bring deep expertise in AI innovation, published research, and patented technologies. Together, the team is tackling one of AI’s most formidable challenges—redefining accuracy and trust in AI at an unprecedented scale’

“The AI landscape is evolving rapidly, and one of the biggest challenges enterprises face today is ensuring the accuracy and reliability of their AI applications,” said Sri Peddu, General Partner at Powerhouse Ventures “Future AGI’s innovative approach to solving this critical problem through their comprehensive AI lifecycle management platform positions them uniquely in the market. We believe their solution will be instrumental in helping companies achieve the highest accuracy levels required for production-grade AI applications.”

“We believe great people build great companies, and we know from our data that Future AGI is one of the top early-stage startups for attracting the best job applicants on Wellfound (fka AngelList Talent)” said Abraham Othman, PhD, managing partner of the AngelList Early-Stage Quant Fund.

The timing for this challenge becomes especially critical as organizations transition from experimental AI implementations to business-critical applications, and as major players like Meta, Google, and Anthropic rapidly expand into multimodal AI — combining text, images, audio, and video. This evolution of AI has intensified market demand for solutions that can effectively manage the trustworthiness and reliability of AI products by ensuring accuracy.

Looking ahead, Future AGI will use the new funding to accelerate product development and grow its engineering and growth teams while strengthening its proprietary technology stack. The company has offices in the Bay Area and its R&D center in Bangalore, positioning it to serve the growing global demand for reliable AI solutions.

About Future AGI

Future AGI is a venture-backed AI infrastructure company founded by seasoned entrepreneurs with deep expertise in AI and business scaling. Led by a technical founder with multiple patents and an experienced business leader, the company is transforming how enterprises build and maintain high-quality AI products. Our platform dramatically reduces the time and effort needed to achieve reliable AI systems, enabling organizations to confidently deploy AI across their operations. With a growing roster of clients and POCs, Future AGI is positioned to become the foundation for trustworthy AI development.

Founded in 2024 and headquartered in the US with an R&D center in India, Future AGI’s proprietary technology includes advanced evaluation systems for text and images, auto-tuning prompt optimizers, and auto-annotation tools that can reduce AI product development time by up to 95%. The company serves a diverse client base ranging from late-stage startups to Fortune 500 companies, helping them achieve and maintain 99% accuracy in their AI applications.

Powerhouse Ventures

Powerhouse Ventures (PV) is a Singapore-based early-stage Venture Capital firm with an investment focus on startups emerging from India and the United States. PV supports early-stage companies in high-growth sectors where technology is the driver. Currently, PV manages an active portfolio of 40+ companies spread across India, the United States, and Singapore and includes category-defining companies such as Whatfix, Slintel, Medibuddy, Quizizz, DailyRounds/Marrow, Sybill, etc.

Snow Leopard Ventures

Snow Leopard Ventures/Snow Leopard Global Capital Management is a global alternative asset manager investing largely proprietary capital with offices in Pune, India and New York, NY. The firm invests across multiple industries and across different stages, from pre-seed through pre-IPO.

AngelList Early Stage Quant Fund

The AngelList Early Stage Quant Fund is a data-driven investment fund that has raised $25 million to invest in over 100 early-stage startups in technology, data, and finance sectors, leveraging advanced analytics to enhance decision-making.

SOURCE: http://www.intelligence360.io
Copyright (c) 2025 SI360 Inc. All rights reserved.


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Fabric, a leader in care delivery and consumer experience, has announced the acquisition of UCM Digital Health (UCM), a leading digital health and telehealth provider. The acquisition expands Fabric's services to about 400 new employer and payer customers, adding one million covered lives. Fabric now serves over 75 health systems, 30,000 employers, and over 100 million lives across all 50 states. This marks Fabric’s fifth acquisition in less than three years, underscoring its strategic build-and-buy approach to unify the fragmented digital health landscape. By expanding its footprint in the payer and employer markets, Fabric is extending its comprehensive care access and experience platform paired with its nationwide provider network to streamline virtual-first care, expand access, improve efficiency and outcomes, and reduce both medical and overhead costs.

In a statement Aniq Rahman, CEO and Founder of Fabric said, "For Fabric, it’s about making healthcare more accessible.” “We’ve already made meaningful progress in the payer and employer markets, and this acquisition allows us to deepen that impact. By bringing more payers and employers onto our platform, we’re creating a connected experience that streamlines workflows, reduces friction and costs, and ultimately drives better outcomes for members and our partners." Moving forward, the 400 payers and employers served by UCM will transition to Fabric’s expanded technology and clinical network, gaining access to enhanced omnichannel patient experiences that improve efficiency before, during, and after virtual care. Through Fabric’s nationwide provider network, patients can receive a treatment plan for most common medical conditions in just five minutes or connect with a behavioral health provider within three days.

Fabric is a health tech company on a mission to solve healthcare’s access problem. Fabric’s integrated care platform offers personalized guidance, streamlines workflows, and unifies experiences across virtual and in-person care. Its solutions support care delivery from a patient’s first search to post-treatment follow-up using its proprietary Hybrid AI that combines conversational AI and physician-built clinical logic. Together with a nationwide network of medical and behavioral health providers, Fabric is realizing its vision of providing care for everyone, everywhere. The company advances connected delivery that improves access, outcomes, and equity across every stage of the patient journey. Today, Fabric serves 30,000 employers, payers, and enterprise organizations, including OSF HealthCare, MUSC Health, Highmark, and Intermountain Health. Fabric is backed by General Catalyst, Thrive Capital, GV (Google Ventures), Salesforce Ventures, Vast Ventures, BoxGroup, and Atento Capital.
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Flex has closed a $60 million Series B equity round led by Portage, bringing total equity raised to $105 million. In the last year, the company has quadrupled revenue and tripled its payments volume to $3 billion as it scales its all-in-one business and personal finance platform for high-net-worth middle-market business owners. Running a profitable middle-market business has become one of the most complex financial jobs in America, with owners often juggling more than ten disconnected systems to manage their money. Flex was created to give these high net worth owners a single place to run both their business and personal finances. This latest $60 Million equity round, followed by its $200 Million debt and $25 Million equity raise announced earlier this year, builds on a period of rapid hypergrowth. In just 12 months, Flex has grown revenue fourfold and increased annualized total payments volume from $1 billion to $3 billion across a suite of products, positioning Flex as one of the fastest-growing fintech companies at scale with best-in-class capital efficiency.

Flex is building the category-defining company solving this gap for high net worth business owners with a five-pillar strategy built around private credit, a business finance stack, a personal finance stack, payment solutions, and an ERP built for middle market businesses. These customers now use an average of four or more Flex products. Flex’s Business Credit Card, which provides 60-day float on every transaction, has been a major driver of adoption, acting as the wedge into deeper financial operations. Once owners experience the benefits of the Flex Credit Card, they often go on to adopt Flex’s banking, payments, working capital, and expense management tools to replace fragmented legacy systems. This integrated model has allowed Flex to scale with high efficiency and has created a strong foundation for its expansion into personal finance.

Launched in 2023, Flex a Flexbase Technologies brand is the AI Native “Private Bank” for high net worth business owners in the middle market. Flex is building the category-defining company solving this gap for high net worth business owners with a five-pillar strategy built around private credit, a business finance stack, a personal finance stack, payment solutions, and an ERP built for middle market businesses. Flex is the first platform that supports every step of their financial lives, from the moment they earn revenue to the moment they spend it personally.
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Across the United States, a new industrial age is taking shape. Trillions of dollars in infrastructure, from energy projects and advanced manufacturing to data centers and critical mineral facilities, must be built in the next decade. But large construction projects are slower and more expensive today than they were half a century ago. Unlimited Industries, a California-based company using AI to rethink how infrastructure gets built, has raised $12 million in seed funding to change that. The round was co-led by Andreessen Horowitz and CIV, with participation from leading industry investors. The capital will accelerate Unlimited’s expansion and further develop its proprietary AI platform – one designed to make large-scale engineering and construction faster, cheaper, and more ambitious.

Unlike traditional construction firms or standard software companies, Unlimited is an AI-native construction company that both designs and builds. Its proprietary platform can generate and evaluate hundreds of thousands of design configurations in parallel, automatically identifying optimal layouts for cost, safety, and performance before construction begins. By integrating AI-driven design with its own vertically integrated engineering and construction teams, Unlimited eliminates the costly handoffs and misaligned incentives that have defined the industry for decades.

In a statement Alex Modon, Co-Founder and CEO of Unlimited Industries said, “Advances in AI mean we can finally build the physical world the way we build software.” “The traditional construction model is slow, brittle, and fundamentally misaligned. Our approach replaces static design choices with a dynamic, data-driven process that learns from every project. The result is faster, cheaper, and more successful projects.”

Unlimited is an AI-native construction company headquartered in San Francisco. Today, the company designs and builds across energy infrastructure, data centers, critical minerals, and advanced manufacturing, helping developers build with greater speed, ambition, and efficiency. Their mission is to build a future of radical physical abundance by automating construction end-to-end. The company was founded in 2025 by serial founders Alex Modon, Jordan Stern, and Tara Viswanathan.
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