Hark · 2026-08-05 · major
Hark Handoff — browser-use agent predicts the next click, not the next token
Hark opened a research preview of Handoff, a browser-use agent that runs in a dedicated virtual computer and drives sites without APIs — Target, Walmart, OpenTable, LinkedIn. Hark says it tops the OM2W benchmark and costs less than a tenth of the token price of GPT-5.4 or Opus 4.8.

Hark's first agent runs in its own virtual computer and is trained to predict the next click instead of the next token.
Quick facts
| Maker | Hark ($700M Series A, May 2026) |
|---|---|
| Product | Handoff browser-use agent |
| Access | Research preview — waitlist at hark.com |
| Runs in | Dedicated virtual computer per user |
| Objective | Predicts the next action (click, keystroke), not the next token |
| Pricing claim | <1/10 the token price of GPT-5.4 and Opus 4.8 |
| Benchmark claim | Top score on OM2W (per Hark) |
What is it?
Hark Handoff is a browser-use agent that Hark opened in research preview on August 5, 2026. Each session gets its own virtual computer, and the agent drives real sites — Target, Walmart, OpenTable, LinkedIn — through the pixels and DOM instead of a public API.
How does it work?
The model is trained to predict the next action a user would take on a page — a mouse click at a coordinate, a keystroke into a field — rather than the next token in a stream, which is the standard objective for GPT-5.4 or Opus 4.8. Hark says that action-first objective is why Handoff can navigate sites it has never seen before with less scaffolding.
Why does it matter?
Hark claims Handoff tops the OM2W browser-agent benchmark and runs at less than a tenth of the per-token price of GPT-5.4 and Opus 4.8, backed by a $700M Series A from May 2026. If those numbers hold, computer-use agents move from experimental Operator/Computer-Use demos toward a price point where teams can put an autonomous browser in front of real workflows.
Who is it for?
product teams and researchers evaluating browser-use agents
Frequently asked questions
- How is Hark Handoff different from ChatGPT's Operator or Claude computer use?
- Hark Handoff is trained to predict the next action — a click at a coordinate or a keystroke into a field — rather than the next token, which is the standard objective for GPT-5.4 or Opus 4.8. Hark says that shift is what lets Handoff drive real sites at less than one-tenth the token cost of those general-purpose models.
- What sites can Hark Handoff actually use?
- Hark says Handoff navigates real consumer sites without official APIs, including Target, Walmart, OpenTable, and LinkedIn, by watching the page and predicting the next interaction. Each session runs in a dedicated virtual computer, so the agent has its own browser state instead of hijacking the user's.
- Can I try Hark Handoff today?
- Hark Handoff is a research preview as of 5 August 2026 — access is gated by a waitlist at hark.com and the company says wider availability will land 'later this summer'. No public pricing or free tier has been announced yet.
- Is Hark a real company or a stealth startup?
- Hark is a well-funded AI startup that closed a $700M Series A in May 2026 and now says it is 'building the most advanced personal intelligence in the world'. Handoff is its first shipped agent product, ahead of a broader personal-intelligence platform teased on hark.com.
Try it
https://hark.com/#sign-up