14 companies worth re-engaging · Week of May 26, 2026 · F-Prime Capital
F·Prime Capital
Monitoring Digest
Vol. 2026 · May 26, 2026
Prepared for
Rocio Wu
14 companies worth re-engaging, ranked by signal strength and contact recency.
01
PREACTIVE
Tagged Mar 18, 2026 · 75 days as preactive
Mendral is an AI-driven DevOps tool that autonomously identifies and resolves continuous integration (CI) issues by analyzing logs to determine root causes and automatically generating pull requests for fixes. It operates continuously to enhance performance and quality without the need for manual intervention.
Funding (Harmonic)
Latest round: Pre Seed · $500K · Jan 2026. $500K raised · 1 round.
Data signals
Customer win
Website · May 22, 2026 · date from page metadata
Mendral's security agent automatically pinned Anyshift to a safe version of the Trivy scanner (v0.35.0) two weeks before a March 2026 supply chain attack compromised 75 of 76 Trivy GitHub Action tags, preventing credential exposure and the need for emergency key rotation across their infrastructure.
+ 1 more signal in the last 30 days (collapsed)
Website source checked May 26, 2026.
Outreach contacts
Andrea Luzzardi
Co-Founder
Sam Alba
Co-Founder
Last contact
Meeting
“Appointment booked: investor meeting 3/18 (Rocio Wu) @ Wed Mar 18, 2026 9am - 9:25am (PDT) (rwu@fprimecapital.com)”
76 days ago · Mar 18, 2026
Sources
Website signals cited inline above.
02
MONITORING
Tagged Nov 05, 2025 · 208 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
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.
Product launch
Website · May 18, 2026 · date from page metadata
Browserbase launched Browse.sh, a catalog of browser skills designed for agentic AI applications, providing pre-built automation capabilities for agent-based systems.
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.
Since you last spoke
Browserbase launched Agent Identity, a credential-based authentication system for browser agents built on the Web Bot Auth standard also used by Cloudflare and Stytch, moving away from fingerprinting disguise tactics. Last contact was 32 days ago, making this a timely moment to understand how the platform's security model is evolving for AI workloads.
Outreach contacts
Paul Klein Iv
Founder & CEO
Last contact
Email from Kendra Ryan
“********”
39 days ago · Apr 24, 2026
Sources
Website signals cited inline above.
03
MONITORING
Tagged Jun 25, 2025 · 341 days as monitoring
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.
Data signals
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.
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 19, 2026 · date from page metadata
Galileo released Autotune, a feature enabling automated improvement of generative AI evaluators with minimal manual effort. The system can achieve up to 17% accuracy improvements with as few as five manual corrections and requires no data science expertise.
+ 8 more signals in the last 30 days (collapsed)
Website source checked May 26, 2026.
Since you last spoke
Galileo launched Luna Studio, enabling production AI applications to use custom small language models as evaluators at 98% lower cost than frontier models. Last contact was 132 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)”
139 days ago · Jan 14, 2026
Sources
Website signals cited inline above.
04
MONITORING
Tagged Sep 29, 2025 · 245 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
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 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.
Customer win
Website · May 12, 2026 · date from hidden page metadata
Morse, a global money movement platform, implemented Gradient Labs' AI agent to handle customer support, achieving 50% resolution rate on day one and scaling to 78% resolution rate after optimization with customer data and procedures.
+ 12 more signals in the last 30 days (collapsed)
Website source checked May 26, 2026.
Since you last spoke
Gradient Labs launched its Lending Agent in May, extending its AI customer support platform into the full borrower lifecycle with a product already handling over 100,000 calls monthly at human-equivalent recovery rates. The company hasn't been contacted in more than three months, making this launch a concrete reason to re-engage on how the new product is performing and what lending verticals they're targeting next.
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)”
111 days ago · Feb 11, 2026
Sources
Website signals cited inline above.
05
MONITORING
Tagged Apr 08, 2026 · 54 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
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 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.
+ 3 more signals in the last 30 days (collapsed)
Website source checked May 26, 2026.
Since you last spoke
Plotly Cloud adopted Schematic to power monetization and entitlements for their new AI analytics product, completing implementation in two weeks and accelerating their ship date by a quarter. Your last contact was 48 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”
55 days ago · Apr 08, 2026
Sources
Website signals cited inline above.
06
MONITORING
Tagged Nov 18, 2025 · 195 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
Exec hire
Lauren Crossett joined as Chief Revenue Officer
Harmonic · Apr 01, 2026
Lauren Crossett joined Spade as Chief Revenue Officer.
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.
Funding
Series B · $40M · Mar 24, 2026
Harmonic · Mar 24, 2026
Total raised: $56.1M across 4 rounds.
Website source checked May 26, 2026.
Since you last spoke
Lauren Crossett joined Spade as Chief Revenue Officer on April 1st, with the last documented contact occurring 103 days ago. A new CRO arrival typically reshapes sales strategy and customer acquisition priorities for a transaction data enrichment platform competing in financial services infrastructure.
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”
110 days ago · Feb 12, 2026
Sources
Website signals cited inline above.
07
MONITORING
Tagged Nov 11, 2025 · 202 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
Headcount
Headcount up 45.5% in 30 days (+5 hires, now 16)
Harmonic · May 26, 2026
Handle grew headcount from 11 to 16 in the last 30 days (45.5% growth).
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.
Funding
Seed · $6M · Mar 11, 2026
Harmonic · Mar 11, 2026
Total raised: $6M across 1 round.
Website source checked May 26, 2026.
Since you last spoke
Handle has grown from 11 to 16 employees in the past 30 days, a 45.5% increase, with last contact logged 125 days ago. The rapid hiring activity warrants a check-in to understand the company's current priorities and operational status.
Outreach contacts
Alfonso De Los Rios
CEO
Antonio Nacoud
Co-Founder GTM
Last contact
Email from Alfonso de los Rios
“Investors update - December 2025”
132 days ago · Jan 21, 2026
Sources
Website signals cited inline above.
08
MONITORING
Tagged Jan 16, 2026 · 136 days as monitoring
The main product is an AI-driven financial system that synthesizes both quantitative and qualitative market signals to provide insights into market dynamics and individual financial situations. It operates on continuously updated data and employs rigorous testing methods to enhance decision-making, focusing on tax efficiency and personalized financial recommendations.
Funding (Harmonic)
Latest round: Pre Seed · $15M · Jan 2026. $15M raised · 1 round.
Data signals
Headcount
Headcount up 25.0% in 30 days (+2 hires, now 10)
Harmonic · May 26, 2026
Autonomous Technologies Group grew headcount from 8 to 10 in the last 30 days (25.0% growth).
Website source checked May 26, 2026.
Outreach contacts
Dillon Erb
Co-Founder
Daniel Kobran
Cofounder
Last contact
Meeting
“Rocio Wu and Daniel Kobran”
137 days ago · Jan 16, 2026
Sources
09
MONITORING
Tagged Oct 31, 2025 · 213 days as monitoring
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.
Data signals
Headcount
Headcount up 35.7% in 30 days (+5 hires, now 19)
Harmonic · May 18, 2026
Nova Intelligence grew headcount from 14 to 19 in the last 30 days (35.7% growth).
Funding
Series A · $31.5M · May 05, 2026
Harmonic · May 05, 2026
Total raised: $38M across 2 rounds.
Funding
Series A · $33.5M · Apr 30, 2026
Harmonic · Apr 30, 2026
Total raised: $40M across 2 rounds.
Website source checked May 26, 2026.
Since you last spoke
Nova Intelligence added 5 headcount in the last 30 days, bringing the team to 19 and representing 35.7% growth. Your last logged contact was 34 days ago.
Outreach contacts
Emma Qian
Co-Founder & CEO
Sam Yang
Co-Founder
Prof. Dr. Alexander Zeier
Co-Founder & Chief Scientist
Last contact
Email from Rocio Wu
“Re: Nova Intelligence x F-Prime”
41 days ago · Apr 22, 2026
Sources
10
MONITORING
Tagged Jul 10, 2025 · 326 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: Series B · $20M · Apr 2026. $38M raised · 5 rounds.
Data signals
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).
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.
Funding
Series B · $20M · Apr 15, 2026
Harmonic · Apr 15, 2026
Total raised: $38M across 5 rounds.
Website source checked May 26, 2026.
Since you last spoke
CrewAI added 14 employees in the last 30 days, bringing headcount to 70—a 25% monthly growth rate. Your last contact with them was 33 days ago, before this expansion occurred.
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”
40 days ago · Apr 23, 2026
Sources
Website signals cited inline above.
11
PREACTIVE
Tagged May 04, 2026 · 28 days as preactive
The main product is an AI inference platform that compiles models into optimized native code for GPUs and ASICs, which reduces runtime overhead and enhances throughput. It utilizes dynamic load balancing, hardware-aware optimizations, and a serverless architecture to efficiently manage workloads and enable real-time scaling.
Funding (Harmonic)
Latest round: Seed · $5.3M · Nov 2025. $5.8M raised · 3 rounds.
Data signals
Partnership
Website · May 18, 2026 · date from page metadata
Luminal announced a partnership with Positron AI to compile models to Positron Atlas accelerators, enabling optimized inference across heterogeneous hardware. The collaboration demonstrates Luminal's compiler targeting non-GPU accelerators and includes support for disaggregated inference combining Atlas and Nvidia Blackwell.
+ 1 more signal in the last 30 days (collapsed)
Website source checked May 26, 2026.
Outreach contacts
Joe Fioti
Co-Founder, CEO
Jake Stevens
Co-Founder
Matthew Gunton
Founder
Last contact
Meeting
“Luminal <> F-Prime”
35 days ago · Apr 28, 2026
Sources
Website signals cited inline above.
12
MONITORING
Tagged Apr 25, 2025 · 402 days as monitoring
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.
Data signals
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.
Website source checked May 26, 2026.
Since you last spoke
PaySitters has consolidated its bill payment automation onto Deck's platform, routing 100% of its integrations through Deck to handle data extraction and legacy system connections. Your last contact with the company was 18 days ago.
Outreach contacts
Yves-Gabriel Leboeuf
Founder & CEO
Frederick Lavoie
President
Last contact
Email from Abdul Abdirahman
“Re: Intro: YG/Fred (Deck) < > Abdul (F-Prime)”
25 days ago · May 08, 2026
Sources
Website signals cited inline above.
13
MONITORING
Tagged Apr 29, 2026 · 33 days as monitoring
The company is developing advanced AI systems that utilize innovative learning algorithms to move beyond traditional large-scale pretraining and reinforcement learning, while also exploring new architectures that improve upon existing transformer models. Their focus is on enabling small teams to automate and optimize work processes, allowing for the execution of ambitious projects with limited resources.
Data signals
Headcount
Headcount up 100.0% in 30 days (+5 hires, now 10)
Harmonic · May 26, 2026
Core Automation grew headcount from 5 to 10 in the last 30 days (100.0% growth).
Website source checked May 26, 2026.
Outreach contacts
Mark Saroufim
Co-Founder
Julia Villagra
Co-Founder, Member of the Operations Staff
Kanav Garg
Co-Founder
Last contact
Meeting
“********”
21 days ago · May 12, 2026
Sources
14
MONITORING
Tagged Nov 05, 2025 · 208 days as monitoring
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.
Data signals
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.
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.
+ 5 more signals in the last 30 days (collapsed)
Website source checked May 26, 2026.
Since you last spoke
2X Solutions, which processes 130,000 calls daily, has adopted Cartesia's text-to-speech platform to achieve TCPA compliance and reduce latency below 100ms—validating Cartesia's core value proposition in a high-volume production environment. Your last contact with Cartesia was 24 days ago.
Outreach contacts
Karan Goel
Founder / CEO
Arjun Desai
Co-Founder
Brandon Yang
Cofounder
Last contact
Email from Kendra Ryan
“********”
31 days ago · May 02, 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. Open this digest in a browser at monitoring-digests.pages.dev/digests/rwu.html. View the full signal feed and non-selected company rationale at monitoring-digests.pages.dev/feed.

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