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F·Prime Capital
Monitoring Digest
Vol. 2026 · May 19, 2026
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Prepared for
Rocio Wu
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16 companies worth re-engaging, ranked by signal strength and contact recency.
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01
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MONITORING
Tagged Jul 30, 2025 · 299 days as monitoring
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The product is an AI-driven solution tailored for the financial services industry, offering automated sales and customer support through multilingual communication across various channels. It integrates with existing systems to provide real-time insights while ensuring compliance and maintaining data security. |
Funding (Harmonic) Latest round: Early Stage · Apr 2026. $8.2M raised · 2 rounds. |
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Data signals
| Funding Early Stage · Apr 14, 2026 Harmonic · Apr 14, 2026 Total raised: $8.2M across 2 rounds. |
| | Product launch Website · Apr 17, 2026 Gail released a completely rebuilt onboarding flow that enables new customers to go from sign-up to hearing Gail answer a live phone call in minutes. The guided setup includes live preview panels, AI-powered script generation, and real phone testing before onboarding completion. |
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Website source checked May 19, 2026.
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Since you last spoke Gail announced $8.2M in total funding across two rounds as of April 2026, and your last logged contact was 176 days ago. With fresh capital now in hand, the team is positioned to accelerate product development and market expansion for its compliance-enabled AI platform in financial services. |
Outreach contacts Matthew Vega-Sanz Co-Founder, CEO | Michael Vega-Sanz Co-Founder & President |
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Last contact
| ✉ | Email from Matthew Vega-Sanz “Re: Gail - Series A” 183 days ago · Nov 24, 2025 |
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Sources
Website signals cited inline above.
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02
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MONITORING
Tagged Nov 18, 2025 · 188 days as monitoring
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The company provides a transaction data enrichment solution that transforms inconsistent transaction streams into structured, actionable intelligence for financial institutions, utilizing a unified data layer and machine learning technologies. This service enhances merchant identities, spending categories, and geolocation data in real time, enabling more accurate decision-making across various financial applications. |
Funding (Harmonic) Latest round: Series B · $40M · Mar 2026. $56.1M raised · 4 rounds. |
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Data signals
| Funding Series B · $40M · Mar 24, 2026 Harmonic · Mar 24, 2026 Total raised: $56.1M across 4 rounds. |
| | Customer win Website · Mar 05, 2026 · date from page metadata PayPal integrated Spade's transaction data enrichment solution to improve merchant identity clarity and reduce customer disputes. The integration helps PayPal customers more easily recognize legitimate transactions and reduces confusion around unfamiliar or ambiguous transactions at scale. |
| | Customer win Website · Mar 05, 2026 · date from page metadata Cash App integrated Spade's transaction enrichment platform to improve merchant identity clarity and enable personalized offers based on reliable spending attribution. The integration enabled accurate customer spend attribution, more relevant personalized offers, and increased card usage while reducing complaints about irrelevant promotions. |
| | Customer win Website · Mar 05, 2026 · date from page metadata Mercury, operating at scale with over 200,000 customers and $650M annualized revenue, integrated Spade's transaction data enrichment API to improve merchant data accuracy and reduce manual cleanup across accounting workflows and corporate card experiences. |
| | Exec hire Lauren Crossett joined as Chief Revenue Officer Harmonic · Apr 01, 2026 Lauren Crossett joined Spade as Chief Revenue Officer. |
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Website source checked May 26, 2026.
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Since you last spoke Spade closed a $40M Series B in March 2026, bringing total raised to $56.1M across four rounds, and your last contact was 96 days ago. With fresh capital and a proven data enrichment offering for financial institutions, this is a timely moment to understand their near-term priorities and any shifts in their customer or product strategy. |
Outreach contacts Oban Mactavish Co-Founder and CEO | Tess Bloch Co-Founder & COO |
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Last contact
| ✉ | Email from Rocio Wu “Canceled: Spade x F-Prime catchup” 103 days ago · Feb 12, 2026 |
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Sources
Website signals cited inline above.
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03
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MONITORING
Tagged Nov 11, 2025 · 195 days as monitoring
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The company offers an AI agent platform designed to automate insurance operations such as quoting, reconciliation, and collections, enabling seamless end-to-end processing across various channels. Its technology features autonomous navigation of over 100 insurer portals, allowing the AI agents to execute workflows with high accuracy by mimicking human interactions with different systems. |
Funding (Harmonic) Latest round: Seed · $6M · Mar 2026. $6M raised · 1 round. |
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Data signals
| Funding Seed · $6M · Mar 11, 2026 Harmonic · Mar 11, 2026 Total raised: $6M across 1 round. |
| | Customer win Website · Mar 10, 2026 · date from page metadata BROVE, a Mexican insurance brokerage with 10+ years of history, implemented Handle's Quoting Agent in March 2026 to automate follow-ups with insurers and quotation information organization. In 5 weeks of operation (March 10 - April 14, 2026), the implementation recovered 92 hours of operational time with 84% autonomy. |
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Website source checked May 26, 2026.
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Since you last spoke Handle closed a $6M seed round on March 11, 2026, validating demand for AI automation in insurance operations. Your last conversation with them was 118 days ago, before this funding was announced. |
Outreach contacts Alfonso De Los Rios CEO | Antonio Nacoud Co-Founder GTM |
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Last contact
| ✉ | Email from Alfonso de los Rios “Investors update - December 2025” 125 days ago · Jan 21, 2026 |
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Sources
Website signals cited inline above.
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04
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MONITORING
Tagged Sep 29, 2025 · 238 days as monitoring
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Gradient Labs provides an AI agent specifically designed for customer support in the financial services sector, capable of managing complex inquiries while ensuring compliance and operational efficiency. The technology utilizes multi-model AI, automated quality assurance, and enterprise-grade security to enhance service quality and customer satisfaction. |
Funding (Harmonic) Latest round: Series A · $12.9M · Jul 2025. $16.6M raised · 2 rounds. |
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Data signals
| Customer win Website · May 12, 2026 · date from page metadata SteadyPay, an FCA-authorised embedded lending provider, deployed Gradient Labs' Lending Agent for outbound collections across 72,000+ active borrowers, making 33,000 outbound AI calls monthly with 60% conversion to committed repayment dates. |
| | Customer win Website · May 25, 2026 · date from hidden page metadata Gradient Labs' AI voice agent was deployed by SteadyPay to scale outbound collections calls to 33,000 per month with a 60% success rate after identity verification. The deployment achieved a 20% increase in customer reactivation as cold customers became engaged after receiving AI-powered outreach. |
| | Customer win Website · May 25, 2026 · date from hidden page metadata Gradient Labs' AI agent 'Alex' was deployed at Zego, a UK-based insurance company with 150,000 active customers, to handle 24/7 customer support across live chat and email. The deployment achieved 25% reduction in call volumes, increased CSAT from 61% to 77%, and improved AI resolution rates from 41% to 60% within two months. |
| | Customer win Website · May 25, 2026 · date from hidden page metadata Gradient Labs' AI agent was deployed at Plum, a 2 million user financial app operating in 10 markets. The deployment achieved 98.6% quality assurance score and 52% day-one resolution rate, with setup completed in 30 minutes. |
| | Product launch Website · May 19, 2026 · date from page metadata Gradient Labs released a voice agent specifically designed for customer support in financial services, featuring natural language processing, compliance guardrails, and integration with back-office systems. The product is positioned as the first voice agent built specifically for the financial services industry with real-time reasoning capabilities. |
| + 13 more signals in the last 30 days (collapsed) |
Website source checked May 26, 2026.
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Since you last spoke Gradient Labs launched its Lending Agent to handle the complete borrower journey from pre-application through collections, processing over 100,000 calls monthly while maintaining human-level recovery rates and compliance across US, UK, and EU regulations. Last contact was 97 days ago. |
Outreach contacts Dimitri Masin Co-Founder & CEO | Danai Antoniou Chief Scientist | Neal Lathia Co-Founder & CTO |
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Last contact
| ✉ | Email from Marie-Christine Razaire “RE: [EXTERNAL] Intro: Dimitri (Gradient Labs) <> MC (Northwestern Mutual)” 104 days ago · Feb 11, 2026 |
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Sources
Website signals cited inline above.
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05
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MONITORING
Tagged Jun 25, 2025 · 334 days as monitoring
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The company provides an AI evaluation and observability platform designed for assessing and monitoring generative AI applications, utilizing both prebuilt and customizable evaluators. It incorporates low-latency monitoring and proprietary models to deliver accurate performance assessments while optimizing cost efficiency in AI workflows. |
Funding (Harmonic) Latest round: Series B · $45M · Oct 2024. $68.1M raised · 3 rounds. |
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Data signals
| Product launch Website · May 12, 2026 · date from page metadata Galileo released Autotune, an automated evaluation tuning feature that improves AI model evaluation accuracy by up to 17% with minimal human input (5 corrections). The product requires no coding and enables reviewers to directly correct evaluation scores, with the system automatically improving evaluator prompts within minutes. |
| | Customer win Website · May 22, 2026 · date from hidden page metadata Magid, a consumer intelligence provider for media brands and newsrooms, integrated Galileo's real-time observability platform into its Collaborator Newsroom AI assistant product to monitor and evaluate generative AI outputs for factual accuracy, tone, and format consistency across newsroom workflows. |
| | Product launch Website · May 20, 2026 · date from page metadata Galileo launched Luna Studio, a system using small language models (3-8B parameters) as custom evaluators for production AI applications. The product reduces evaluation costs by 98% compared to frontier models while maintaining accuracy through fine-tuning on customer-specific data. |
| + 8 more signals in the last 30 days (collapsed) |
Website source checked May 26, 2026.
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Since you last spoke Galileo released Autotune, which automatically improves AI evaluator accuracy by up to 17% through a no-code interface requiring just five human corrections, marking a step toward reducing manual effort in AI model assessment workflows. The last contact was 125 days ago. |
Outreach contacts Vikram Chatterji CEO and Co-Founder | Yash Sheth Co-Founder, CTO | Atindriyo Sanyal Co-founder, CPO |
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Last contact
| ✉ | Email from Rocio Wu “Re: Yash x Rocio catchup @ Wed Sep 10, 2025 2:30pm - 3pm (PDT) (Yash Sheth)” 132 days ago · Jan 14, 2026 |
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Sources
Website signals cited inline above.
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06
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MONITORING
Tagged Oct 31, 2025 · 206 days as monitoring
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Nova Intelligence provides an AI-driven platform that modernizes SAP systems by transforming legacy custom code into Clean Core code compatible with S/4HANA, utilizing AI agents for code analysis, automated documentation, and governance. The platform incorporates technologies such as AI compliance analysis, automated documentation generation, and a Zero Trust security model to enhance system efficiency and reduce complexity. |
Funding (Harmonic) Latest round: Series A · $33.5M · Apr 2026. $40M raised · 2 rounds. |
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Data signals
| Funding Series A · $31.5M · May 05, 2026 Harmonic · May 05, 2026 Total raised: $38M across 2 rounds. |
| | Headcount Headcount up 21.4% in 30 days (+3 hires, now 17) Harmonic · May 18, 2026 Nova Intelligence grew headcount from 14 to 17 in the last 30 days (21.4% growth). |
| | Funding Series A · $33.5M · Apr 30, 2026 Harmonic · Apr 30, 2026 Total raised: $40M across 2 rounds. |
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Website source checked May 26, 2026.
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Since you last spoke Nova Intelligence closed a $31.5M Series A on May 5, 2026, bringing total funding to $38M across two rounds. Your last conversation with them was 27 days ago. |
Outreach contacts Emma Qian Co-Founder & CEO | Sam Yang Co-Founder | Prof. Dr. Alexander Zeier Co-Founder & Chief Scientist |
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Last contact
| ✉ | Email from Rocio Wu “Re: Nova Intelligence x F-Prime” 34 days ago · Apr 22, 2026 |
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Sources
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07
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MONITORING
Tagged Oct 31, 2025 · 206 days as monitoring
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The main product is an AI platform designed to automate the conversion of unstructured deal data into structured dashboards and investment analyses, specifically for private market investors to streamline their due diligence workflows. It employs technologies for financial analysis, report generation, and opportunity mapping, focusing on areas such as private credit, private equity, and commercial banking. |
Funding (Harmonic) Latest round: Seed · $10M · Sep 2025. $10M raised · 1 round. |
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Data signals
| Product launch Website · May 05, 2026 F2.ai launched Institutional Knowledge, a new product that transforms a firm's deal history into a persistent, queryable intelligence layer for private markets investors. The feature enables deal-level data to compound into a firm-wide intelligence layer accessible across team members for benchmarking and reference during underwriting. |
| | Customer win Website · Apr 27, 2026 · date from page metadata RevTek Capital expanded f2.ai from early screening into full underwriting workflows including credit memos and portfolio monitoring. The platform helped RevTek double deal throughput per originations lead and reduce memo timelines by ~50%. |
| | Product launch Website · Apr 09, 2026 · date from page metadata F2.ai released Deal Intelligence, which organizes and tags every company a firm evaluates with external data enrichment, enabling benchmarking against pipeline history and compounding proprietary intelligence. |
| + 2 more signals in the last 30 days (collapsed) |
Website source checked May 26, 2026.
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Since you last spoke f2.ai launched Institutional Knowledge, expanding its platform to convert historical deal data into a queryable firm-wide intelligence layer for private markets underwriting. The last contact was 99 days ago. |
Outreach contacts Don Muir Co-Founder & CEO | Emre Kazdagli Co-Founder & CTO |
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Last contact
| ✉ | Email from Donald Muir “Fwd: F2 Investor Update” 106 days ago · Feb 09, 2026 |
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Sources
Website signals cited inline above.
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08
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MONITORING
Tagged Apr 08, 2026 · 47 days as monitoring
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The product is a software management tool that enables users to implement and manage various pricing models and feature entitlements through feature flags, allowing for control over pricing and packaging without altering the underlying code. It employs a long-lived architecture and caching techniques to enhance the efficiency of feature management and billing processes. |
Funding (Harmonic) Latest round: Seed · $7.4M · Mar 2026. $12.1M raised · 3 rounds. |
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Data signals
| Product launch Website · Apr 29, 2026 Schematic shipped custom plans as a first-class object built on Stripe Billing, enabling sales-led SaaS teams to configure complex pricing, entitlements, and billing terms without engineering intervention. The feature includes a new Stripe dashboard app view for end-to-end custom plan provisioning and management. |
| | Customer win Website · May 22, 2026 · date from page metadata Plotly selected Schematic combined with Stripe Billing to power monetization and entitlements for Plotly Cloud, their new cloud-based AI-powered analytics product. Implementation took 2 weeks and enabled Plotly to ship the product a quarter earlier than anticipated. |
| | Product launch Website · Apr 29, 2026 Schematic shipped an MCP (Model Context Protocol) server enabling AI agents like Claude and Cursor to access entitlements, plan details, and usage data through scoped read-only API keys. The server is now live with documentation available on the developer portal. |
| + 3 more signals in the last 30 days (collapsed) |
Website source checked May 26, 2026.
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Since you last spoke Schematic shipped custom plans as a first-class feature on Stripe Billing, letting sales teams manage complex pricing and entitlements without engineering lift. Last contact was 41 days ago. |
Outreach contacts Fynn Glover Co-Founder & CEO | Giovanni Hobbins Co-Founder | Benjamin Papillon Co-Founder/CTO |
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Last contact
| ✉ | Email from Rocio Wu “Re: Rocio Wu and fynn glover” 48 days ago · Apr 08, 2026 |
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Sources
Website signals cited inline above.
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09
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MONITORING
Tagged Mar 25, 2025 · 426 days as monitoring
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Table22 offers a subscription management platform designed for hospitality businesses, featuring e-commerce integration, order management, payment processing, and guest communication capabilities. The platform facilitates the launch and fulfillment of various revenue streams, including subscriptions and pre-orders, while managing logistics to enhance operational efficiency. |
Funding (Harmonic) Latest round: Series A · $11M · Oct 2024. $11M raised · 5 rounds. |
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Data signals
| Customer win Website · May 04, 2026 · date from page metadata The Slanted Door Group launched a monthly meal subscription service powered by Table22, delivering restaurant-quality Vietnamese cuisine directly to members' homes. The club has achieved 15+ month member retention with original members still subscribing and steady monthly new member growth. |
| | Customer win Website · May 04, 2026 · date from page metadata Montrose Cheese & Wine, a Houston wine and cheese shop, doubled its membership in 90 days after implementing Table22's subscription management platform, while reclaiming 75% of staff time previously spent on manual operations and expanding delivery reach across the greater Houston metroplex. |
| | Customer win Website · Apr 04, 2026 · date from page metadata Table22 enabled Ava Gene's, a Portland-based Italian restaurant, to launch two subscription clubs for pasta and wine. The clubs allow the restaurant's culinary team to create specialized, labor-intensive products while Table22 handles logistics, billing, member communications, and fulfillment. |
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Website source checked May 26, 2026.
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Since you last spoke The Slanted Door Group's subscription service is sustaining 15+ months of member retention on Table22's platform, demonstrating durable demand for the restaurant-as-recurring-revenue model. With last contact 165 days ago, this validates a core use case worth revisiting to understand expansion plans and competitive positioning. |
Outreach contacts Sam Bernstein Founder & CEO |
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Last contact
| ✉ | Email from Sam Bernstein “Re: Intro: Syed (Pie) x Sam (Table22)” 172 days ago · Dec 05, 2025 |
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Sources
Website signals cited inline above.
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10
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MONITORING
Tagged Jul 10, 2025 · 319 days as monitoring
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The platform facilitates the development and management of multi-agent AI systems that automate workflows across various applications, providing both no-code and coding options for users. It allows for the integration of different AI models and can be deployed in secure virtual private clouds to improve automation efficiency. |
Funding (Harmonic) Latest round: Series B · $20M · Apr 2026. $38M raised · 5 rounds. |
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Data signals
| Funding Series B · $20M · Apr 15, 2026 Harmonic · Apr 15, 2026 Total raised: $38M across 5 rounds. |
| | Product launch Website · Mar 05, 2026 CrewAI released a new Cognitive Memory system designed to give agentic systems persistent, intelligent memory across executions. The system uses five cognitive operations (encode, consolidate, recall, extract, forget) implemented as agentic flows, with LanceDB as the underlying database. |
| | Headcount Headcount up 25.0% in 30 days (+14 hires, now 70) Harmonic · May 12, 2026 CrewAI grew headcount from 56 to 70 in the last 30 days (25.0% growth). |
| | Exec hire Mike Boyarski joined as CMO Harmonic · Mar 01, 2026 Mike Boyarski joined CrewAI as CMO. |
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Website source checked May 26, 2026.
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Since you last spoke CrewAI closed a $20M Series B on April 15, 2026, bringing total funding to $38M across five rounds, with last contact logged 26 days ago. |
Outreach contacts João (Joe) Moura Founder & CEO | Rob Bailey COO & Co-Founder |
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Last contact
| ✉ | Email from Rachel Feely-Kohl “Re: 4/29 AI x Financial Services Founders & Executives Dinner” 33 days ago · Apr 23, 2026 |
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Sources
Website signals cited inline above.
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11
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MONITORING
Tagged Feb 14, 2025 · 466 days as monitoring
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The company offers a financial infrastructure platform that facilitates the movement, conversion, and settlement of money across blockchain networks and traditional banking systems, employing modular software components for treasury automation and complex transaction logic. Key technologies include multi-chain settlement engines, identity verification, and automated workflows for liquidity routing and payment processing. |
Funding (Harmonic) Latest round: Series A · $6M · Dec 2024. $14.2M raised · 5 rounds. |
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Data signals
| Product launch Website · Apr 15, 2026 · date from page metadata HiFi Bridge launched a bridging API that abstracts Circle's xReserve flow into a single endpoint, enabling developers to move USDC between Ethereum and Canton without managing cross-chain infrastructure directly. The feature is now available in the HIFI sandbox with support for both directions and includes transparent fee pricing. |
| | Product launch Website · Apr 09, 2026 · date from page metadata HiFi announced support for real-time payments through both The Clearing House's RTP and Federal Reserve's FedNow networks. The feature enables instant, irrevocable bank-to-bank transfers for both inflows and outflows on the HiFi platform alongside existing bank and blockchain infrastructure. |
| | Partnership Website · Apr 02, 2026 · date from page metadata HIFI announced integration with Canton protocol to enable private onchain settlement for institutional payments. The integration allows developers to route stablecoin payments through Canton's privacy-preserving settlement layer via HIFI's single API, supporting use cases including programmable treasuries, cross-border settlement, and repo/collateral settlement. |
| | Customer win Website · Mar 31, 2026 · date from page metadata VelaFi, a stablecoin-powered payments infrastructure platform operating across Latin America, the U.S., and Asia, has integrated HiFi Bridge's infrastructure to power compliant USD settlement. The integration reduced settlement times from ~1 business day to minutes and decreased delayed settlements by approximately 60%, with VelaFi projecting $20M monthly volume through HiFi by year-end. |
| + 3 more signals in the last 30 days (collapsed) |
Website source checked May 26, 2026.
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Since you last spoke HiFi Bridge launched a USDCx bridging API for Canton Network that simplifies cross-chain USDC movement by abstracting Circle's infrastructure into a single endpoint, now available in their sandbox. The team hasn't been contacted in 118 days, making this product launch a timely check-in opportunity to understand how the feature aligns with their broader platform roadmap and to assess traction with early developers. |
Outreach contacts Zach Walsh CEO & Co-Founder |
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Last contact
| ✉ | Email from Zach Walsh “Re: HIFI - Q4 Investor Update 2025 [2026 Outlook]” 125 days ago · Jan 21, 2026 |
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Sources
Website signals cited inline above.
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12
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MONITORING
Tagged Nov 05, 2025 · 201 days as monitoring
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Browserbase provides a platform for managing headless browsers specifically designed for AI applications, leveraging technologies such as Puppeteer, Playwright, and Selenium. The service features serverless infrastructure, autoscaling capabilities, advanced debugging tools, configurable fingerprinting, and automatic captcha solving to enhance browser automation efficiency. |
Funding (Harmonic) Latest round: Series B · $40M · Jun 2025. $67.8M raised · 5 rounds. |
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Data signals
| Product launch Website · May 14, 2026 Browserbase released a new Session Replay API that allows customers to embed browser session recordings directly into their own products via HLS streaming. The API provides two endpoints to list recorded tabs and retrieve HLS playlists with pre-signed CloudFront links, enabling direct segment streaming without re-encoding or custom SDKs. |
| | Partnership Website · May 21, 2026 · date from page metadata Browserbase and Ramp announced a co-building partnership to develop Ramp's procurement agent starting in fall 2025. Browserbase provides the browser automation infrastructure while Ramp builds financial operations agents on top, with Browserbase also serving as an early customer. |
| | Product launch Website · May 20, 2026 · date from page metadata Browserbase engineer contributed a patch to Chromium that adds foreground tab tracking capabilities (tabActive, tabPinned, tabGroupId) to the Chrome DevTools Protocol, now available in Chrome Canary v150+. This addresses a long-standing limitation in browser automation libraries like Playwright, Puppeteer, and Selenium. |
| | Customer win Website · May 06, 2026 Interaction integrated Browserbase into Poke, their general-purpose AI agent, enabling browser automation for web-based tasks like flight check-ins and restaurant reservations. The integration was described as a major inflection point that transformed Poke into a general-purpose agent. |
| + 10 more signals in the last 30 days (collapsed) |
Website source checked May 26, 2026.
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Since you last spoke Browserbase released a Session Replay API enabling customers to embed browser session recordings directly into their products via HLS streaming, expanding its platform beyond browser automation into observability and debugging workflows. Last contact was 25 days ago. |
Outreach contacts Paul Klein Iv Founder & CEO |
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Last contact
| ✉ | Email from Kendra Ryan “********” 32 days ago · Apr 24, 2026 |
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Sources
Website signals cited inline above.
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13
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MONITORING
Tagged Oct 07, 2025 · 230 days as monitoring
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Acorn Labs develops an open-source GenAI stack designed to enable organizations to implement AI-powered solutions that leverage private data and internal systems, with key projects including GPTScript and Obot. Their primary product, the Obot MCP Gateway, functions as a centralized control plane for managing Model Context Protocol (MCP) servers, providing secure access, integration, and automated documentation for AI agents in enterprise settings. |
Funding (Harmonic) Latest round: Seed · $35M · Sep 2025. $35M raised · 1 round. |
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Data signals
| Product launch Website · May 13, 2026 Acorn Labs launched a fully managed, production-grade hosted platform for Obot MCP Gateway on Google Kubernetes Engine, offering dedicated isolated environments per customer with a two-week free trial for enterprise evaluation without self-deployment overhead. |
| | Partnership Website · Apr 30, 2026 Obot announced Aviatrix as the first plugin partner for its new network egress control framework. Aviatrix's platform automatically translates Obot policies into enforcement rules across multi-cloud environments. |
| + 1 more signal in the last 30 days (collapsed) |
Website source checked May 26, 2026.
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Since you last spoke Acorn Labs launched a fully managed Obot MCP Gateway platform on Google Kubernetes Engine with isolated customer environments and a two-week free trial, removing deployment friction for enterprise adoption. Last contact was 26 days ago. |
Outreach contacts Sheng Liang Cofounder and CEO | Darren Shepherd Chief Architect and Co-Founder | Will Chan Cofounder and CPO |
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Last contact
| ✉ | Email from Rachel Feely-Kohl “Re: 4/29 AI x Financial Services Founders & Executives Dinner” 33 days ago · Apr 23, 2026 |
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Sources
Website signals cited inline above.
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14
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MONITORING
Tagged Apr 17, 2026 · 38 days as monitoring
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The company provides a platform that automates financial crime compliance processes, specifically targeting anti-money laundering (AML) and know your business (KYB) checks through advanced AI technologies. Key features include real-time data enrichment, document intelligence for fraud detection, and streamlined verification workflows that reduce the need for manual intervention. |
Funding (Harmonic) Latest round: Seed · $3M · Jan 2025. $3.5M raised · 2 rounds. |
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Data signals
| Product launch Website · May 12, 2026 · date from page metadata Arva released its KYB AI and KYC AI products that automate manual business and customer verification tasks using AI-powered document intelligence, ownership mapping, and deep web analysis across 140+ jurisdictions. The platform combines CDD and EDD investigation automation with real-time data enrichment. |
| | Product launch Website · May 12, 2026 · date from page metadata Arva AI released Screening AI, a product powered by Arva Intel that automatically resolves 91%+ of complex screening alerts by integrating with ComplyAdvantage and LexisNexis. The platform uses advanced AI-based name matching and adverse media screening to reduce false positives in financial crime compliance workflows. |
| + 1 more signal in the last 30 days (collapsed) |
Website source checked May 26, 2026.
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Since you last spoke Arva launched KYB AI and KYC AI products that automate verification workflows across 140+ jurisdictions using AI-powered document intelligence and ownership mapping, with last contact 30 days ago. |
Outreach contacts Rhim Shah, Cams Co-Founder & CEO | Oliver W. Co-founder & CTO |
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Last contact
| ✉ | Email from Rocio Wu “Re: 4/29 AI x Financial Services Founders & Executives Dinner” 37 days ago · Apr 19, 2026 |
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Sources
Website signals cited inline above.
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15
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MONITORING
Tagged Nov 05, 2025 · 201 days as monitoring
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The company provides a voice agent development platform that utilizes state space models to improve the training of large-scale foundation models, facilitating the processing of various data types including text, audio, video, images, and time-series data. Their main product is a voice API that incorporates advanced deep learning techniques for realistic audio outputs, such as text-to-speech and voice cloning, designed for low-latency performance in real-time applications. |
Funding (Harmonic) Latest round: Early Stage · $100M · Oct 2025. $191M raised · 4 rounds. |
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Data signals
| Customer win Website · Apr 08, 2026 · date from hidden page metadata Fundamento has scaled to over 20 million outbound calls per month with 5 million connected minutes monthly using Cartesia's voice API, serving India's largest financial institutions including IIFL, Hero FinCorp, Fibe, and others. |
| | Customer win Website · Apr 09, 2026 · date from hidden page metadata 2X Solutions, a B2B/B2C voice AI platform handling 130,000 calls daily, selected Cartesia as its text-to-speech provider to achieve TCPA compliance and reduce latency from 500-900ms to sub-100ms. The integration enables 2X to maintain abandoned call rates under 1.25% while scaling to 3M+ monthly calls. |
| | Customer win Website · Apr 08, 2026 · date from hidden page metadata Cartesia's Text-To-Speech model Sonic is now a native endpoint on Together AI's Voice Platform, making it available to 450K+ teams and developers. The partnership integrates Cartesia's models as a dedicated model partner for Together's enterprise customers across contact centers, healthcare, financial services, and regulated industries. |
| | Customer win Website · Apr 08, 2026 · date from hidden page metadata Thoughtly, a conversational GTM platform used by 1,000+ teams including edX and Farmers Insurance, migrated to Cartesia as its default voice library for all new AI Voice Agents. The partnership delivers sub-200ms latency, voice cloning in seconds, and advanced expressive controls for enterprise calling. |
| | Customer win Website · Apr 09, 2026 · date from hidden page metadata Cartesia's text-to-speech platform powered Lorikeet's rapid deployment of voice agents within 24 hours to handle a SNAP benefits transition crisis for 300,000+ families, processing 21,000+ calls in nine days with 100% uptime. |
| + 5 more signals in the last 30 days (collapsed) |
Website source checked May 26, 2026.
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Since you last spoke Cartesia deployed an India data center that resolved data residency compliance for enterprise voice agent deployments at financial institutions, a capability gap that now unlocks a regulated market segment. Last contact was 17 days ago. |
Outreach contacts Karan Goel Founder / CEO | Arjun Desai Co-Founder | Brandon Yang Cofounder |
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Last contact
| ✉ | Email from Kendra Ryan “********” 24 days ago · May 02, 2026 |
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Sources
Website signals cited inline above.
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MONITORING
Tagged Apr 25, 2025 · 395 days as monitoring
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The main product is a platform that automates interactions with software applications, enabling users to replicate human actions such as clicking and typing without the need for APIs or integrations. It employs advanced automation technologies to facilitate seamless operation across various software interfaces. |
Funding (Harmonic) Latest round: Series A · $12M · Apr 2025. $16.5M raised · 2 rounds. |
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Data signals
| Customer win Website · Feb 27, 2026 · date from page metadata Deepki, a sustainability platform managing €4 trillion in real estate assets across 80+ countries, deployed Deck's AI Agents to automate data extraction from complex portals. The partnership enables Deepki to reduce time-to-live for new data sources from months to days while handling ~300 long-tail sources and CAPTCHA-protected portals. |
| | Customer win Website · May 06, 2026 · date from page metadata PaySitters selected Deck as its core automation platform for bill payment processing, consolidating 100% of its integrations through Deck to enable data extraction and payment automation across legacy biller systems. |
| | Customer win Website · Mar 13, 2026 · date from page metadata BuildVision is using Deck as an interoperability layer to automate complex construction data workflows inside legacy systems without APIs. The partnership enables BuildVision to demonstrate working integrations to manufacturers before contract closure, reducing pre-sales engineering costs. |
| | Customer win Website · Feb 27, 2026 · date from page metadata Deck announced a partnership with Smartbills, enabling the utility management platform to integrate real-time data from electricity, gas, and water providers across North America, reaching 375 million consumers. The integration allows users to link accounts once and access full billing history, real-time usage data, and carbon footprint insights. |
| | Customer win Website · Feb 27, 2026 · date from page metadata Glowtify, an e-commerce marketing platform, implemented Deck as its unified data layer to integrate Shopify, Mailchimp, WordPress, and custom CMS systems. The deployment enabled real-time personalization and marketing automation across multiple platforms. |
| + 1 more signal in the last 30 days (collapsed) |
Website source checked May 26, 2026.
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Since you last spoke Deepki, which oversees €4 trillion in real estate assets across 80+ countries, has deployed Deck's AI Agents to automate data extraction from complex portals and CAPTCHA-protected sources, compressing timelines from months to days across roughly 300 long-tail data sources. Last contact was 11 days ago. |
Outreach contacts Yves-Gabriel Leboeuf Founder & CEO | Frederick Lavoie President |
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Last contact
| ✉ | Email from Abdul Abdirahman “Re: Intro: YG/Fred (Deck) < > Abdul (F-Prime)” 18 days ago · May 08, 2026 |
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Sources
Website signals cited inline above.
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Colophon
Sources: Affinity (canonical universe & contact recency), Harmonic (funding & people), classified web pages (product & customer signals).
Signals are gated at 0.7 confidence for digest inclusion. Companies contacted in the last 7 days are suppressed.
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