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Hamming.ai Announces $3.8 Million Seed Led by Mischief

Hamming.ai Announces $3.8 Million Seed Led by Mischief

January 8, 2025 Craig Etkin

December 18, 2024 08:10 AM Eastern Standard Time

SAN FRANCISCO–(BUSINESS WIRE)–Hamming.ai, the AI voice agent reliability platform, announced that it has raised $3.8 million in seed funding led by Mischief, with participation from YCombinator, AI Grant, Pioneer, Coalition Operators, Coughdrop and angels including Hiten Shah, Ran Makavy, Max Kolysh, Richard Aberman and Kulveer Taggar.

“Industries like medicine, law, insurance, and real estate are governed by compliance frameworks that govern how businesses interact and share information with their clients. As these regulations catch up to the realities of AI, automated testing will be a cornerstone to every long-term and trust-focused AI strategy.”Post this

“Conversational AI is advancing rapidly —but most testing and governance tools haven’t caught up to match developer needs and compliance realities,” said Lauren Farleigh, Co-Founder and GP at Mischief. “Hamming.ai will be foundational to ensuring this technology advances safely, as AI reshapes interactions between businesses and their customers.”

People make billions of calls a day. As conversational AI advances, analysts like Forrester predict that the majority of calls will be handled by AI, built by thousands of companies tackling every single vertical. Yet making AI voice agents reliable is hard. A small change in prompts or model providers can cause large changes in voice agent responses. Engineers spend hours a day testing their agents by hand — a slow, ad hoc, and often inadequate process. Even when these voice agents are launched to production, operations teams then listen to 1000s of calls per day to discover edge cases with their voice agents that were missed by their manual testing methods. This makes such voice AI systems costly to set up and, due to deficient testing infrastructure, potential sources of liability and adverse public attention.

Founded in 2024, Hamming automates the testing, monitoring, and governance for AI voice agents. Deploying its own AI voice agents that act like real people, Hamming.ai can place thousands of phone calls to client voice agents simultaneously. Hamming.ai also provides LLM prompt management solutions for B2B teams; automated AI voice agent red-teaming to detect vulnerabilities and call analytics solutions to track how users are engaging with AI voice agents in production and to flag cases in need of attention. Hamming.ai’s approach is 20 times faster and 10 times cheaper than having humans test AI voice agents manually; it aims to further improve these margins through its additional product development and refinement.

Co-founders Sumanyu Sharma and Marius Buleandra come to Hamming.ai with experience building trust and safety infrastructure at Citizen, the Founders Fund-backed personal safety network, where they met in 2019. Sharma helped quadruple Citizen’s user base as its Head of Data. Prior to Citizen, he grew an AI-powered sales program at Tesla to 100s of millions in revenue per year as a Senior Staff Data Scientist, and researched AI-powered medical image search at the University of Waterloo, Canada. He serves as Hamming’s CEO. In addition to his time at Citizen, Buleandra comes to Hamming.ai with experience in data infrastructure, AI, and complex systems engineering at Anduril, Square, and Microsoft, and was a founding engineer at Spell, a machine-learning observability and infrastructure startup acquired by Reddit. He serves as Hamming.ai’s CTO.

“If 2024 was the year of the prototype, 2025 will be the year of reliability,” Sharma said. “Industries like medicine, law, insurance, and real estate are governed by compliance frameworks that govern how businesses interact and share information with their clients. As these regulations catch up to the realities of AI, automated testing will be a cornerstone to every long-term and trust-focused AI strategy.”

About Hamming.ai

Founded in 2024 by Sumanyu Sharma and Marius Buleandra, Hamming.ai provides AI developers automated experimentation, prompting, and call analytics tools to ensure voice AI agent reliability and resilience. Deploying its own AI voice agents that act like real people, Hamming.ai can place thousands of phone calls to client voice agents simultaneously, identifying bugs more expediently and efficiently than current manual testing processes allow. Hamming.ai also provides LLM prompt management solutions for B2B teams; automated voice agent red-teaming to detect vulnerabilities and call analytics solutions to track how users are engaging with AI voice agents in production and to flag cases in need of attention.

Contacts

MEDIA CONTACT
Chelsea Allison
chelsea@cmand.co

(c)2024 Business Wire, Inc., All rights reserved.


Venture Capital
Business Wire, California, Hamming.ai, San Francisco, Venture Capital

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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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