Every AI browser action
is burning your money
One simple web task = 4.5M tokens = $2–$3. Run it daily and that’s $90++ a month. Worse — AI re-thinks everything from scratch each time, and results are hit-or-miss.
What if these tasks could be learned once and run free forever?
DO THE MATH
The real cost of a single XHS / X / Reddit task
Real API billing screenshot below — token usage for a single browser task:
Prompt 2.3M × $3/MTok = $6.90 | Completion 20.5K × $15/MTok = $0.31 | Cache 2.1M × $0.30/MTok = $0.63
With cache-hit variance, ~$2–$3+ per task (Sonnet).
With Opus ($5/$25), the same task costs $5–$8+. Complex multi-step tasks easily exceed $10。
THE PROBLEM
Same task, AI starts from scratch every time
Burning cash daily
Same website, same steps — AI burns millions of tokens every single time. It’s like hiring someone who forgets everything overnight.
Unreliable results
AI browsing is inherently flaky — a task might succeed now and fail next time just because elements loaded in a different order.
Needs babysitting
You’re paying money AND watching it run, ready to re-run at any moment. The thing that was supposed to automate your work just made it harder.
THE SOLUTION
Learn once, run free forever
webclaw3 turns your agent’s one successful exploration into a skill it can rerun any time — deterministic, reusable.
Explore until it’s what you want
In Claude Code / qoderwork / workbuddy, use webclaw3 to actually run the task in a real browser. Requirements are discovered by trying: adjust scope and criteria as you see real results, until you can say “this is exactly it.”
Say “distill it”
Your agent confirms the final requirements with you, then webclaw3 re-explores the site with your own browser login state, generates the Skill, and validates it end-to-end — all on your machine.
Install in your agent → zero-cost runs
A Skill is a deterministic script — no AI reasoning, zero or near-zero tokens. Zero or near-zero tokens, millisecond response, consistent every time.
COMPARE
Let’s do the math
| Raw AI | With Skill | |
|---|---|---|
| Simple task (one-off) | $2 ~ $3 | $0 |
| Complex task (one-off) | $5 ~ $10+ | $0 |
| Daily task, per month | $60 ~ $300 | $0 |
| Reliability | Hit or miss | Deterministic, consistent every time |
PRICING
What does it cost?
Generate a Skill
10 free
10 free generations per account, failures don't count. Pay per generation beyond that.
Daily execution
Free
Skills run locally on your machine. Nothing to do with us.
Repair
Free locally
When a site redesign breaks your Skill, webclaw3 fixes it locally — free.
Contribute, earn points
Early birds win
Skills send back the site's page structure — never any user information. Contributions earn points redeemable for generation quota, with revenue sharing planned. Sites are finite: first come, first served.