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Samaya AI Releases FrontierFinance, a New Public Benchmark for AI Agents in Investment Workflows; Samaya’s AI System Outperforms Claude Fable 5 and GPT-5.6 Sol

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MOUNTAIN VIEW, Calif., July 29, 2026 /PRNewswire/ — Samaya AI, the leading AI platform for investment professionals, today published evaluation results for leading frontier models, open-source models, and Samaya’s proprietary AI system on FrontierFinance, the benchmark Samaya previously released for measuring AI Agents on challenging agentic workflows that span the full investment process. Samaya’s AI system outperformed every model evaluated.

FrontierFinance is the largest and most challenging open benchmark for measuring performance of AI Agents across the full investment workflow. Built by finance experts, it evaluates AI capabilities across all stages of the investment process, from idea screening and research to financial modeling, portfolio tracking, and catalyst monitoring. It consists of 220 diverse queries and 11,543 expert-crafted rubrics, built through Samaya AI’s Criteria Eval framework, for comprehensive grading of Agent outputs.

FrontierFinance is substantially harder than existing finance benchmarks. Existing benchmarks focus almost exclusively on financial data extraction, while FrontierFinance covers a diverse range of use cases that are (i) central to the investment process, (ii) much more difficult to complete, and (iii) much harder to collect high quality evaluation data for. The use cases include Screening & Discovery, Company Research, Sector, Industry & Macro Analysis, Earnings and Events, and Coverage & Catalyst Monitoring. The full FrontierFinance benchmark is available at https://research.samaya.ai/benchmarks/frontier-finance.

Multiple frontier models were evaluated on FrontierFinance, including Anthropic Claude Fable 5 and Claude Opus 4.8, OpenAI GPT-5.6 Sol, and Google Gemini 3.1 Pro, alongside open-source models including GLM 5.2 and DeepSeek V4 Pro, and Samaya’s proprietary AI system. This evaluation was done using the fixed, publicly released rubric set and a standard harness for financial tasks. Samaya’s AI system outperformed all models, with Samaya (low effort) scoring 50.8% accuracy at 4x lower inference cost than Fable 5, and Samaya (high effort) scoring 56% accuracy at 2x lower cost than Fable 5. Anthropic’s Claude Fable 5 was the best performing frontier model, scoring 49.2%, followed by GPT-5.6 Sol at 46.8% and Claude Opus 4.8 at 45%. The full results are available at https://research.samaya.ai/benchmarks/frontier-finance/system-performance.

“Investment use cases are uniquely hard for AI because being almost correct is still a loss. Producing an expert-level response requires accuracy on every datapoint and every step of reasoning across a long, complex workflow, not just a plausible looking output,” said Maithra Raghu, CEO and Founder of Samaya AI. “FrontierFinance is the first benchmark that measures Agents at that fidelity across the investment process. It came out of the work we’ve been doing building at the frontier of AI for investing, and it’s significant to see Samaya’s AI system outperform the best frontier models at a fraction of the cost.”

The FrontierFinance benchmark, evaluation code and results are publicly available at https://research.samaya.ai/benchmarks/frontier-finance. Samaya AI created FrontierFinance from a large internal evaluation set of 5000 complex examples, created over multiple years of designing frontier Finance AI Agents. Samaya plans to release subsequent, harder evaluation benchmarks in future versions.

About Samaya AI

Samaya AI builds Expert AI Agents for investment professionals, supporting high-stakes investment workflows across leading financial institutions. By combining finance-specific AI models with deep reasoning over institutional context and global markets, Samaya helps investors go from information to conviction. Samaya is deployed at enterprise scale across hedge funds, asset managers, and banks, and serves tens of thousands of investors globally. Backed by leading AI investors including NVIDIA, NEA, Databricks, Eric Schmidt, and Yann LeCun, Samaya continues to advance the next generation of AI for investment professionals.

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SOURCE Samaya AI

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1 in 5 Small Businesses Will Hit a Cash Crunch in the Next 90 Days, New Clockwork.ai Data Finds

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The first forward-looking analysis of 3,000+ real small businesses reveals a wave of cash shortfalls forming this quarter, and most owners don’t see it coming

CHICAGO, July 30, 2026 /PRNewswire/ — One in five U.S. small and medium businesses is on track to run short on cash within the next 90 days, according to new data released today by Clockwork.ai, the AI-native financial planning and analysis (FP&A) platform. The finding comes from an analysis of anonymized, aggregated forecasts across more than 3,000 businesses, a rare forward-looking view of small and medium sized business finances at a moment when most warning signs only appear after the money is already gone.

The analysis found that 20% of small and medium sized businesses that make less than $30M in annual revenue are projected to dip below a safe operating cash threshold in Q4, many of them profitable on paper.

“Most small businesses don’t fail because they’re unprofitable. They fail because they run out of cash while waiting for the profit to show up,” said Fady Hawatmeh, Founder/CEO, Clockwork.ai. “The scary part isn’t the shortfall, it’s that owners typically can’t see it until it’s weeks away and confirms the stat that 82% of business failures are due to simply running out of cash. Our data lets us see it forming months ahead.”

What the data shows
Most of the businesses heading for a cash crunch are profitable right now.

Clockwork’s analysis found that 72% of the at-risk businesses are currently profitable, proof that a healthy income statement is no guarantee of survival. These owners are watching a strong P&L while their cash quietly drains toward zero, which is exactly why the shortfall blindsides them.

The headline finding holds beneath it: 1 in 5 businesses are projected to hit a cash crunch within 90 days, defined as cash balance projected to fall below one payroll cycle’s worth of expenses.

Why owners can’t see it coming
Traditional accounting tells businesses what already happened. By the time a cash problem shows up in the books, the runway to fix it has often disappeared. Clockwork’s data is built the other way around: it forecasts forward from a company’s own transactional data, projecting where cash is heading rather than reporting where it’s been.

That forward view is the same engine behind Mira, Clockwork’s agentic FP&A analyst launched earlier this month, which runs forecasts, builds scenarios, and explains the story behind every number straight from a business’s accounting and payroll data. Where the study shows the problem at scale, Mira gives an individual business owner a CFO-level answer to “what happens to my cash next quarter?” in plain language, in minutes.

“The businesses that make it through a cash crunch are the ones that saw it early enough to act,” said Hawatmeh. “That’s the entire reason we built Mira, to put that foresight in the hands of owners who could never afford a CFO.”

Methodology
Findings are based on anonymized, aggregated forecast data from more than 3,000 small and medium sized businesses using the Clockwork.ai platform, analyzed in July 2026 for a period covering 2026. Typical companies using the Clockwork platform have 5-50 employees with $1M to $30M in gross revenue. Cash crunch is defined as cash balance projected to fall below one payroll cycle’s worth of expenses.

About Clockwork.ai
Founded in 2018, Clockwork pioneered AI forecasting for small and medium-sized businesses. The AI-native FP&A platform delivers real-time forecasting, weekly cash flow projections, and AI-powered scenario modeling, and is the official FP&A partner of Thomson Reuters. Clockwork supports more than 3,000 businesses. Learn more at clockwork.ai.

Instagram: @clockwork.ai  |  LinkedIn: /company/clockworkai

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SOURCE Clockwork.ai

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Building Communities Strong in British Columbia with 54 new infrastructure projects

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VICTORIA, BC, July 30, 2026 /CNW/ — More than $152 million is being invested in 54 new infrastructure projects across British Columbia through the Strategic Priorities Fund. This federally funded program supports infrastructure projects that are beyond the financial capacity of a single local government, under the Build Communities Strong Fund (BCSF) Community stream in B.C.

This was announced by Will Greaves, Member of Parliament for Victoria; Darlene Rotchford, Member of the Legislative Assembly for Esquimalt-Colwood; Union of British Columbia Municipalities (UBCM) First Vice President Jenna Stoner; and Mayor Cliff McNeil-Smith, Board Chair of the Capital Regional District.

The Capital Regional District (CRD) has received $7 million towards an innovative project to transform biosolids leftover from wastewater treatment into biochar using new carbonization technology. This project is the first of its kind in Canada and will help lower greenhouse gas emissions by reducing the volume of material, destroying contaminants of concern, and permanently storing carbon, while also creating a valuable, carbon-rich product with potential applications across construction, industrial, agriculture and forestry sectors.

In addition, 53 other projects have been funded across British Columbia including a new fire hall in Metchosin, a new turf multi-sport field in Prince George and over a dozen water and wastewater projects. A portion of the funding is being used in capacity-building projects that will strengthen the ability of local governments to make long term infrastructure plans, integrated community sustainability planning and improve asset management practices.

The BCSF Community stream is a transfer-based program that provides $2.5 billion per year in funding to communities across Canada. The Province of British Columbia will receive over $326 million for the 2026-27 fiscal year, which is administered by the UBCM and distributed to local governments through the Community Works Fund, Strategic Priorities Fund, and Metro Vancouver Regional Fund.

Quotes

“For local governments across British Columbia, the right investment can support housing, foster connection and build strong communities. These projects will make a lasting impact and reinforce our commitment to building bold, building strong, and building together.”

The Honourable Gregor Robertson, Minister of Housing and Infrastructure and Minister responsible for Pacific Economic Development Canada

“Strong communities depend on strong infrastructure. As British Columbia grows, our government’s priority is helping municipalities plan for the future and meet changing needs. Thanks to partnerships with the Government of Canada, UBCM and local governments, these 55 projects will help communities build the infrastructure they need to deliver reliable services and create a more resilient future.”

The Honourable Christine Boyle, B.C. Minister of Housing and Municipal Affairs 

“On behalf of the CRD, I would like to thank the Government of Canada, the Province of British Columbia and UBCM for their commitment to building stronger, more resilient communities through investments in innovative infrastructure. This biochar project will position the CRD as a national leader in biosolids management, carbon reduction and resource recovery. We are proud to advance an initiative that will provide lasting environmental and community benefits while further establishing our region as a leader in sustainable wastewater management.”

Cliff McNeil-Smith, Capital Regional District Chair

“The Build Communities Strong Fund is improving the quality of life across British Columbia by investing directly into communities. UBCM is pleased to administer this fund that empowers local governments to address critical infrastructure priorities and refine asset management. We are grateful for the long-term commitment that Canada and BC have provided for this program.”

Jenna Stoner, First Vice President, Union of British Columbia Municipalities (UBCM)

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The full list of projects can be found on the Union of British Columbia Municipalities’ Strategic Priorities Fund website

Quick Facts

British Columbia’s 2026-27 allocation under the Build Communities Strong Fund Community stream is over $326 million.The total federal contribution towards the 54 projects is $152,313,226.The 29 capital projects are receiving a total of $145,945,502.The 25 capacity building projects are receiving a total of $6,367,764.The funding provided for these projects comes through the UBCM’s application-based Strategic Priorities Fund.The Build Communities Strong Fund Community stream provides predictable, long-term and stable funding to local governments for investment in infrastructure and capacity-building projects. This program is funded by the Government of Canada and administered in British Columbia by the UBCM.

Associated Links

Build Communities Strong FundCommunity Stream in British ColumbiaUnion of British Columbia Municipalities’ Strategic Priorities Fund

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Web: Housing, Infrastructure and Communities Canada

SOURCE Department of Housing, Infrastructure and Communities

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Filevine Launches LOIS Explore: Professional-Grade Legal AI Now Free to Use

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SALT LAKE CITY, July 30, 2026 /PRNewswire/ — Filevine has announced the launch of LOIS Explore, a new way for legal teams to access its Legal Operating Intelligence System. LOIS is now free to use with no credit card and no commitment, allowing firms to be up and running in just 10-15 minutes.

LOIS Explore handles the massive legal documents that generic AI tools cannot, processing files up to 5 GB and 15,000 pages while providing verified citations for every answer. Built on structured legal data from 40 million matters, LOIS functions as an active operator for the legal team, verifying citations against case law, analyzing case files, and flagging privilege issues.

This free access provides a secure environment for legal research, drafting, and semantic search across uploaded materials. Filevine maintains strict data protocols for LOIS Explore: it does not train AI models on uploaded documents, and accounts, uploaded documents, and chat history will be permanently deleted at the end of each free access period.

“We know many legal professionals are trying out multiple legal AI tools; often in parallel,” said Michael Anderson, Chief Product Officer of Filevine. “We want them to take the LOIS challenge and see what it is capable of when it comes to rich source verification and legal research that includes novel citator analysis. It’s a practical, secure way to experience AI purpose-built for the scale and complexity of legal work.”

To get started, users select a tailored practice track — litigation, transactional, or advisory — to align the experience with their specific needs. Free access requires full, verifiable contact information from a law firm or legal business.

To move beyond the trial’s sandboxed environment — including connecting LOIS to live case data, enabling team collaboration, and accessing firm-saved prompts — firms are directed to contact a Filevine sales representative. Get started today at filevine.com/lois.

About Filevine

Filevine is the system of record for the modern law firm. Headquartered in Salt Lake City, Filevine connects contracts, matters, documents, and workflows into a unified platform. Thousands of organizations rely on Filevine to manage complex legal work with precision and control. Recognized as a leader in Legal AI, Filevine has been honored by the LegalTech Breakthrough Awards, the SaaS Awards, Deloitte Technology Fast 500, and the Business Intelligence AI Excellence Award.

 

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SOURCE Filevine

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