webclaw3 — Browser Skill Tool — Open Beta

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?

$90/mo vs $0/mo comparison

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:

API billing screenshot: 4.5M tokens per task
2.3MPrompt Tokens
20.5KCompletion Tokens
2.1MCache Tokens
$2~3Per 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

A Browser Skill turns AI’s one-time exploration into a reusable, deterministic script.

1

Describe what you need

“Scrape daily prices from this site” — tell us what to do in plain language, then define success, e.g. “Return JSON with product name and price, at least 10 items.”

2

We generate the Skill

Our servers explore the site, generate an executable Skill script, and validate it end-to-end before delivering it to you. Completely free.

3

Install in OpenClaw / Claude Code → zero-cost runs

A Skill is a deterministic script — no AI reasoning, no tokens consumed. Zero tokens, zero cost, millisecond response, consistent every time.

COMPARE

Let’s do the math

Raw AIWith Skill
Simple task (one-off)$2 ~ $3$0
Complex task (one-off)$5 ~ $10+$0
Daily task, per month$60 ~ $300$0
ReliabilityHit or missDeterministic, consistent every time

PRICING

What does it cost?

Generate a Skill

Free

Describe your task. We build it. No charge.

Daily execution

Free

Skills run locally on your machine. Nothing to do with us.

Repair

Pay per fix

Only when a site redesign breaks your Skill — happens once every few months.

Turn your daily token bill
into money back in your pocket

Describe your task now and generate your first Browser Skill — free.

webclaw3Teach AI browser tasks once. Run free forever.