12 companies worth re-engaging · Week of May 04, 2026 · F-Prime Capital
F·Prime Capital
Monitoring Digest
Vol. 2026 · May 04, 2026
Prepared for
Rocio Wu
12 companies worth re-engaging, ranked by signal strength and contact recency.
01
MONITORING
Tagged Jul 30, 2025 · 278 days as monitoring
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.
Data signals
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.
Funding
Early Stage · Apr 14, 2026
Harmonic · Apr 14, 2026
Total raised: $8.2M across 2 rounds.
Since you last spoke
Gail has raised $8.2M across two rounds as of mid-April 2026, and you last logged contact 161 days ago, making this a timely moment to reconnect with the team on how they're allocating capital across their multilingual AI platform for financial services.
Outreach contacts
Matthew Vega-Sanz
Co-Founder, CEO
Michael Vega-Sanz
Co-Founder & President
Last contact
Email from Matthew Vega-Sanz
“Re: Gail - Series A”
162 days ago · Nov 24, 2025
Sources
Website signals cited inline above.
02
MONITORING
Tagged Nov 18, 2025 · 167 days as monitoring
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.
Data signals
Funding
Series B · $40M · Mar 24, 2026
Harmonic · Mar 24, 2026
Total raised: $56.1M across 4 rounds.
Product launch
Website · Mar 24, 2026
Spade is transitioning from a transaction enrichment API to a comprehensive data and AI platform that enables customers to build and manage end-to-end workflows for use cases including real-time rewards attribution, fraud flagging, behavioral segmentation, and loan targeting.
Since you last spoke
Spade closed a $40M Series B in late March 2026, bringing total capital raised to $56.1M across four rounds, and your last contact with the company was 81 days ago.
Outreach contacts
Oban Mactavish
Co-Founder and CEO
Tess Bloch
Co-Founder & COO
Last contact
Email from Rocio Wu
“Canceled: Spade x F-Prime catchup”
82 days ago · Feb 12, 2026
Sources
Website signals cited inline above.
03
MONITORING
Tagged Nov 11, 2025 · 174 days as monitoring
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.
Data signals
Funding
Seed · $6M · Mar 11, 2026
Harmonic · Mar 11, 2026
Total raised: $6M across 1 round.
Outreach contacts
Antonio Nacoud
Co-Founder GTM
Last contact
Email from Alfonso de los Rios
“Investors update - December 2025”
104 days ago · Jan 21, 2026
Sources
04
MONITORING
Tagged Oct 20, 2025 · 197 days as monitoring
Kombo provides a unified API designed to streamline the integration of HR, ATS, LMS, and payroll systems for B2B companies, enabling integration timelines to be reduced from months to days. The technology utilizes webhooks and embedded connection flows while ensuring compliance with security standards such as ISO 27001 and GDPR.
Funding (Harmonic)
Latest round: Series A · $25M · Feb 2026. $33.3M raised · 3 rounds.
Data signals
Exec hire
Dr. Philip Rothhardt joined as Chief Operating Officer
Harmonic · Apr 01, 2026
Dr. Philip Rothhardt joined Kombo as Chief Operating Officer.
Outreach contacts
Alexander Kuebel
Co-Founder & CEO
Fabian Rothfuß
Co-Founder & COO
Aike Hillbrands
Co-Founder & CTO
Last contact
Email from Alexander Kübel
“Re: Alex (Kombo) connect with F Prime?”
177 days ago · Nov 09, 2025
Sources
05
MONITORING
Tagged Jul 10, 2025 · 298 days as monitoring
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: Early Stage · Apr 2026. $18M raised · 5 rounds.
Data signals
Funding
Early Stage · Apr 15, 2026
Harmonic · Apr 15, 2026
Total raised: $18M across 5 rounds.
Product launch
Website · Apr 14, 2026
CrewAI is launching a new platform evolution focused on 'entangled agentic systems' where agents learn from customer workflows, adapt to organizational processes, and improve autonomously through usage rather than configuration. The company is transitioning from building frameworks and harnesses to building adaptive systems that integrate with customer data and processes.
Product launch
Website · Mar 17, 2026
CrewAI announced an enhanced dual-layer architecture combining Flows and Crews to enable deterministic control alongside autonomous agent reasoning. The framework now supports persistent state management, cognitive memory layers, and the @persist() decorator for long-running agent workflows.
Since you last spoke
CrewAI announced $18M in funding across 5 rounds on April 15, with last contact logged 11 days ago. The completed raise provides concrete evidence of investor confidence in the multi-agent AI automation platform and creates a natural point to assess how the team is deploying those resources and what customer adoption looks like post-funding.
Outreach contacts
João (Joe) Moura
Founder & CEO
Rob Bailey
COO & Co-Founder
Last contact
Email from Rachel Feely-Kohl
“Re: 4/29 AI x Financial Services Founders & Executives Dinner”
12 days ago · Apr 23, 2026
Sources
Website signals cited inline above.
06
MONITORING
Tagged Feb 14, 2025 · 445 days as monitoring
The company provides a financial infrastructure platform that enables the movement, conversion, and settlement of money across blockchain networks and traditional banking systems, utilizing 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.
Data signals
Product launch
Website · Apr 22, 2026
HIFI released a bridging API that abstracts Circle's xReserve flow into a single endpoint, enabling developers to move USDC between Ethereum and Canton networks. The feature is now available in the HIFI sandbox with free minting and a flat 2 USDC burn fee.
Product launch
Website · Apr 09, 2026
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.
+ 4 more product updates in the last 30 days (collapsed)
Since you last spoke
HiFi Bridge released a USDCx bridging API that simplifies cross-chain USDC movement between Ethereum and Canton through a single endpoint, now available in sandbox. The last documented contact was 103 days ago.
Outreach contacts
Zach Walsh
CEO & Co-Founder
Last contact
Email from Zach Walsh
“Re: HIFI - Q4 Investor Update 2025 [2026 Outlook]”
104 days ago · Jan 21, 2026
Sources
Website signals cited inline above.
07
MONITORING
Tagged Sep 29, 2025 · 218 days as monitoring
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.
Data signals
Product launch
Website · Apr 21, 2026
Gradient Labs launched its Borrower Lifecycle Agent, an AI agent covering the entire lending journey from applications to collections. The product is processing over 100,000 calls per month across customer base and matching human recovery rates 1:1, with pre-configured compliance for US, UK, and EU jurisdictions.
Product launch
Website · Apr 21, 2026
Gradient Labs announced the launch of Outbound Conversations, an AI agent capability that initiates proactive customer contact via text, email, or voice for financial operations tasks including fraud prevention, document collection, payment resolution, and collections management.
+ 5 more product updates in the last 30 days (collapsed)
Since you last spoke
Gradient Labs launched its Borrower Lifecycle Agent in late April, an AI product covering the full lending workflow from application through collections and now processing over 100,000 calls monthly while matching human recovery rates—a meaningful expansion of its financial services agent capability since last contact 82 days ago.
Outreach contacts
Dimitri Masin
Co-Founder & CEO
Danai Antoniou
Chief Scientist
Neal Lathia
Co-Founder & CTO
Last contact
Email from Marie-Christine Razaire
“RE: [EXTERNAL] Intro: Dimitri (Gradient Labs) <> MC (Northwestern Mutual)”
83 days ago · Feb 11, 2026
Sources
Website signals cited inline above.
08
MONITORING
Tagged Jun 25, 2025 · 313 days as monitoring
The company offers an AI evaluation and observability platform that enables the assessment and monitoring of generative AI applications through both prebuilt and customizable evaluators. It employs low-latency monitoring and proprietary models to ensure accurate performance assessments while optimizing cost efficiency in AI workflows.
Funding (Harmonic)
Latest round: Series B · $45M · Oct 2024. $68.1M raised · 3 rounds.
Data signals
Product launch
Website · Apr 21, 2026
Galileo released an enhanced Prompt Injection metric trained against the full OWASP injection taxonomy, designed to detect direct, indirect, zero-shot, multi-turn, and cross-agent injection variants. The product evaluates both user inputs and retrieved content to catch poisoned document attacks.
Product launch
Website · Apr 02, 2026
Galileo announced Galileo Autotune, a rebuilt version of its Continuous Learning via Human Feedback system that automatically rewrites evaluation prompts based on human feedback. The new system includes four structural upgrades: full prompt rewriting (not just few-shot injection), unlimited feedback synthesis (removing 15-correction caps), transparent feedback queues, and structured testing before publishing.
+ 4 more product updates in the last 30 days (collapsed)
Since you last spoke
Galileo released an enhanced Prompt Injection metric trained against the full OWASP injection taxonomy, expanding detection coverage across direct, indirect, zero-shot, multi-turn, and cross-agent variants while also evaluating retrieved content for poisoned documents. Your last contact was 110 days ago.
Outreach contacts
Vikram Chatterji
CEO and Co-Founder
Yash Sheth
Co-Founder, CTO
Atindriyo Sanyal
Co-founder, CPO
Last contact
Email from Rocio Wu
“Re: Yash x Rocio catchup @ Wed Sep 10, 2025 2:30pm - 3pm (PDT) (Yash Sheth)”
111 days ago · Jan 14, 2026
Sources
Website signals cited inline above.
09
MONITORING
Tagged Oct 31, 2025 · 185 days as monitoring
The main product is an AI platform designed to automate the conversion of unstructured deal data into structured dashboards and investment analyses, enhancing decision-making for private market investors. It utilizes technologies for financial analysis, report generation, and opportunity mapping, specifically for private credit, private equity, and commercial banking sectors.
Funding (Harmonic)
Latest round: Seed · $10M · Sep 2025. $10M raised · 1 round.
Data signals
Product launch
Website · Apr 18, 2026
F2.ai introduced an AI-integrated credit analysis platform that compresses the screening-to-conviction timeline from 5-7 days to under 48 hours. The platform automates data room triage, financial spreading, sensitivity analysis, and memo generation while maintaining analytical rigor.
Product launch
Website · Apr 14, 2026
f2.ai publicly announced its source traceability (audit mode) feature, which provides an interactive audit trail linking AI-generated metrics and claims back to their exact source documents. The feature enables instant verification of AI outputs across private credit, commercial banking, and private equity use cases.
+ 10 more product updates in the last 30 days (collapsed)
Since you last spoke
F2.ai has launched a 48-hour AI-powered credit screening workflow that automates the full analysis cycle from data room triage through memo generation, compressing what traditionally takes 5-7 days. Your last conversation with the company was 84 days ago.
Outreach contacts
Don Muir
Co-Founder & CEO
Emre Kazdagli
Co-Founder & CTO
Last contact
Email from Donald Muir
“Fwd: F2 Investor Update”
85 days ago · Feb 09, 2026
Sources
Website signals cited inline above.
10
MONITORING
Tagged Apr 08, 2026 · 26 days as monitoring
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.
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.
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.
+ 2 more product updates in the last 30 days (collapsed)
Since you last spoke
Schematic shipped custom plans as a native feature on Stripe Billing, letting sales teams handle complex pricing and entitlements without engineering involvement—a direct expansion of the core problem the product solves. Last contact was 26 days ago.
Outreach contacts
Fynn Glover
Co-Founder & CEO
Giovanni Hobbins
Co-Founder
Benjamin Papillon
Co-Founder/CTO
Last contact
Email from Rocio Wu
“Re: Rocio Wu and fynn glover”
27 days ago · Apr 08, 2026
Sources
Website signals cited inline above.
11
MONITORING
Tagged Nov 05, 2025 · 180 days as monitoring
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.
Data signals
Product launch
Website · Apr 21, 2026
Browserbase published Universal Verifier, its first academic paper with Microsoft Research, introducing a new AI verification system for browser agents that achieves near-0% false positives and human-level agreement on task success evaluation.
Product launch
Website · Apr 21, 2026
Browserbase open-sourced CUAVerifierBench, a benchmark dataset containing 246 human-labeled trajectories (106 contributed by Browserbase) alongside the Universal Verifier paper for standardized browser agent evaluation.
+ 1 more product update in the last 30 days (collapsed)
Since you last spoke
Browserbase published Universal Verifier, its first academic paper with Microsoft Research, introducing an AI verification system for browser agents with near-0% false positives and human-level task success evaluation. Last contact with the company was 10 days ago.
Outreach contacts
Paul Klein Iv
Founder & CEO
Last contact
Email from Kendra Ryan
“********”
11 days ago · Apr 24, 2026
Sources
Website signals cited inline above.
12
MONITORING
Tagged Sep 12, 2025 · 234 days as monitoring
The main product is an AI-enabled property management software specifically designed for the short-term rental industry, which automates operations, optimizes pricing, and enhances guest communication. It utilizes advanced analytics and accounting features to provide real-time insights into property performance, thereby improving operational efficiency and decision-making.
Funding (Harmonic)
Latest round: Series A · $12.7M · Oct 2025. $12.7M raised · 1 round.
Data signals
Product launch
Website · Apr 28, 2026
Boom announced its automated task creation and real-time property insights dashboard that provides managers with live visibility across units, cleaning status, maintenance flags, and guest reports to reduce re-cleans and operational issues.
Product launch
Website · Apr 20, 2026
Boom announced BAM Studio, an operational system designed to provide AI-powered automation and decision-making for short-term rental businesses without requiring operators to build and maintain custom workflows themselves.
+ 1 more product update in the last 30 days (collapsed)
Since you last spoke
Boom launched its property management platform on April 6 to consolidate fragmented vacation rental workflows into a single system, addressing a core pain point for property managers juggling multiple tools. Your last contact was 27 days ago, before this launch.
Outreach contacts
Shahar Goldboim
CEO & Founder at boom
Alon Goldboim
Chief Technology Officer
Nitzan Afek
Co-Founder & COO
Last contact
Email from Shahar Goldboim
“Re: Meeting in Miami: Shahar (Boom) x Abdul (F-Prime)”
28 days ago · Apr 07, 2026
Sources
Website signals cited inline above.
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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