Innovations
The research behind Sam.
Sam.ai has been building sales AI since 2016. Here is how natural language models, relationship intelligence, and agentic automation came together into the platform that finds who is most likely in-market for you.
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Ten years of AI research behind every find and every send.
The work that finds your in-market decision-makers and runs your GTM/Sales Playbook started in 2016: proprietary NLP and NLU models, relationship intelligence, and agentic automation.
- 2016The beginning
Relationships are the real data problem
Most CRMs store contacts. None of them understand relationships. We set out to build AI that understands the depth, quality, and potential of a business relationship, not just the last touchpoint.
- 2017NLP / NLU R&D begins
Our first natural language models
We start training NLP and NLU models from the ground up, on proprietary data generated by our own business applications. Real conversations, real outcomes, from day one.
- 201974,880+ hours later
SAM HQ goes live
The industry’s first voice-activated conversational AI for sales and marketing ships, built for relationship-driven businesses. Not a demo. Production-ready, at scale.
- 2020Breakthrough concepts
Unified Holistic Data & Nuanced Intelligence
Two proprietary frameworks: one contextual view across every disconnected data source, and insights many levels deeper than sort, search, and filter.
- 2022Agentic AI at scale
The platform becomes autonomous
Sam evolves from an assistant into an agent that finds prospects, drafts outreach, handles replies, books meetings, and updates the CRM, years before “agentic AI” became a trend.
- 2023Platform foundation
Enterprise-grade infrastructure
Market signals, contact verification, and campaign management come together as one foundation, making autonomous prospecting possible at enterprise scale.
- 2024Multi-channel orchestration
Email, LinkedIn, and phone in one system
Coordinated sequences that adapt timing and messaging to engagement signals. Each channel reinforces the others instead of working in silos.
- 2025Relationship Intelligence
Warm paths, not cold outreach
Network mapping and affinity signals surface shared connections and contextual relevance, so Sam knows not just who to contact, but how to earn their attention.
- 2026Today
Sam.ai 360°
Ten years of compounding research in one platform: agentic AI, conversational intelligence, affinity personalization, relationship CRM, and multi-channel automation on one unified data model.
Three branches of AI, one platform.
Natural language
Our own natural language models, trained on real business conversations, read and write the way people actually communicate.
Relationship intelligence
Network mapping and affinity find the shared connections that turn a cold call into an introduction.
Agentic automation
Sam drafts, follows up, and keeps the pipeline moving, and waits for your approval before anything goes out.
Read the research.
Achieving Conversational Intelligence
Our 2023 white paper on the research behind SAM HQ, unified data, and nuanced reporting.
Download the white paper (PDF)Why timing beats volume
The published research on falling cold-email reply rates, and why in-market timing gets answered.
See the researchPut Sam to work in your market.
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See the size of your in-market opportunity right now: how many companies, and in which industries.
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