Handshake S Verified
RL environment company · Multi-Domain
- Domains
- Multi-Domain
- On X
- @joinhandshake ↗
- Tier
- S why
- Snapshot

What Handshake does
Handshake supplies human expert data and agentic training environments, graders and benchmarks to AI labs, drawing on its network of students and professionals.
- Sells
- RL environments and Data
- Leads with
- Several domains (a generalist)
- Based in
- San Francisco, USA
- Team
- 250+
What Handshake sells
Read from Handshake's own website, checked October 11, 2026: the line that puts it in each category.
RL environments
“On BankerVerifierBench — a meta-eval of 3,204 expert-graded judgments across 21 BankerToolBench tasks”
joinhandshake.com/research/ai/gandalf-the-grader ↗RL environments expanding into
“Gandalf runs inside the rollout environment, uses the same tools as the agent, and beats the strongest baseline at ~10x less cost.”
joinhandshake.com/research/ai/ ↗
Data
“Exploring why human judgment, skill, and expertise remain essential to training modern AI and how people shape the future of artificial intelligence.”
joinhandshake.com/research/ai/ ↗
Domains Handshake covers
“Across several frontier models running DeepSWE-1.1, over 80% of agent rollouts contain reasoning about an imagined grader.”
joinhandshake.com/research/ai/ ↗“a workbook whose formulas must tie across tabs, a deck whose charts must match the underlying data”
joinhandshake.com/research/ai/gandalf-the-grader ↗“a workbook whose formulas must tie across tabs, a deck whose charts must match the underlying data, or an email that must actually have been sent.”
joinhandshake.com/research/ai/gandalf-the-grader ↗
Handshake competitors and alternatives
The companies that sell the most of the same things in the same domains, and what they share with Handshake.
- AfterQuery Also sells human data and evals · also in coding, enterprise work and finance
- Mercor Also sells human data and evals · also in enterprise work, finance and coding
- micro1 Also sells human data and evals · also in finance, enterprise work and coding
- ReasonCore Also sells evals and human data · also in coding, finance and enterprise work
- Symbal Also sells evals and human data · also in finance, coding and enterprise work
Tier S
Category leader: 200+ people, $100M+ raised or a $1B+ valuation.
How much stands behind a tier: usage, who backs it, a confirmed line from its own site or paper, and a clear read on X. High with three of the four, medium with two, low otherwise.
- team 250+
- investors: Kleiner Perkins, Notable Capital
- in curated RL directories (3 pts)
On X · mixed, moderate buzz, from 14 posts about Handshake in the last month
Chatter is mostly gig workers promoting account-farming and tasking schemes, raising quality and fraud concerns; little discussion from labs or AI researchers about its data.
How we got to tier S
- Adoption: team 250+; investors: Kleiner Perkins, Notable Capital. Tier S.
- On X: mixed, moderate buzz. “Chatter is mostly gig workers promoting account-farming and tasking schemes, raising quality and fraud concerns; little discussion from labs or AI researchers about its data.” No move.
- In curated RL directories: 3 points, a floor of none.
- Confirmed: a line from its own site or paper places it.
A clear view on X moves a tier one step up or down; most entries don't move. How tiers work.
Handshake funding
Backed byKleiner Perkins
Funds 2
- Kleiner Perkins
When Mamoon Hamid, the Midas List investor at Kleiner Perkins, got the call from Lord last December
- Read: “When Mamoon Hamid, the Midas List investor at Kleiner Perkins, got the call from Lord last December”
- Found word for word on a page found by search: upstartsmedia.com/p/handshake-refounding-layoff-ai
- Also named by 1 other page read
1 more, low confidence
- Notable Capital
His board director Jeff Richards, an investor at Notable Capital, agrees.
- Read: “His board director Jeff Richards, an investor at Notable Capital, agrees.”
- Found word for word on a page found by search: upstartsmedia.com/p/handshake-refounding-layoff-ai
- No other page or directory names it yet
Every figure is quoted from its own site, its accelerator or a funding announcement; a round's amount and lead appear only when its quote states them. Startup databases are never used as evidence. Checked 2026-10-11. How funding is checked.
Where Handshake sits
Its domain on the map, live. Hover a logo for its name; click to open it. Open it on the full map
Latest from Handshake on X
@joinhandshake ↗Next: browse all environments. Entry from the RL Research daily scrape of public sources, 2026-11-05 snapshot.