SEO Scaler is an SEO and AEO workspace where an AI agent does the research and you approve the spending. It covers both classic search results and AI answers from ChatGPT, Gemini and Google AI Overviews, and it shows the data source on every row.
Search has two front doors now
For twenty years, visibility meant ranking on a results page. Today many searches end in an AI answer before anyone clicks a link. If your brand is not named in that answer, you are invisible to that user even when you rank.
That creates two jobs:
- SEO: rank pages in classic search.
- AEO (answer engine optimization): be named and cited when an AI assistant answers a question about your market.
Most SEO tools only measure the first. SEO Scaler measures both, side by side, for the same project.
The second problem: agents that spend without asking
SEO data costs money. Keyword volumes, SERP snapshots, backlink indexes and AI answer checks all come from paid APIs. Hand that budget to an autonomous agent and you can wake up to a bill for research you never asked for.
SEO Scaler was designed so this cannot happen. SAM, the built-in agent, shows the call and its credit price first. Nothing runs until you approve.
How SAM works

You can talk to SAM in plain words ("find keywords for our pricing page") or pick one of 12 documented skills. Either way the flow is the same:
- SAM plans the research and names each paid call.
- You see the price of each call in credits.
- You approve, and the call runs with real data.
- Results land in a table with the source on every row.
The 12 skills

| Skill | What it does |
|---|---|
| AI prompt research | Finds what people ask AI assistants about your market and which sites get cited |
| AI visibility audit | Shows how your brand appears in AI answers and what would get it cited |
| Competitive landscape | Maps who leads your market, which themes win and where the openings are |
| Competitor analysis | Reads one competitor's rankings, content themes, backlinks and gaps |
| Keyword clustering | Groups keywords by intent and maps each group to a page |
| Keyword research | Finds keyword opportunities, checks metrics and SERPs, saves the good ones |
| Link prospecting | Finds link prospects and contact paths, then drafts outreach from real signals |
| Local SEO | Audits a Google Business Profile against nearby competitors |
| SEO audit | Audits a site and reports the few changes most likely to grow traffic that converts |
| SEO coach | Explains workflows in plain words and suggests the next step |
| Project setup | Records site scope, goals, competitors and key pages |
| SEO report | Turns finished research into one evidence-linked report page |
Spend guardrails in detail
- Approval before every paid call. The price is shown first.
- Holds, not surprise bills. Approval reserves the quoted maximum. The call then settles at its real cost, so you never pay more than you approved.
- No spend on its own. Credits only move for work you start, and each call is capped: 300 credits on the Free plan.
This is the same principle we apply in security work: an automated system should never take an expensive or irreversible action without a human seeing it first.
Evidence on every row
Research results in SEO Scaler carry their source on every row. When the keyword table shows a volume or a difficulty score, you can see which data provider it came from, so you can judge the number before you act on it.

Start free
New accounts get 2,000 trial credits, worth $2.00 of research and valid for 14 days. There is no plan to pick first. Eight free tools also work without an account.
Technical foundation
SEO Scaler is a TypeScript application built with TanStack Start and React, running on Cloudflare Workers, with Drizzle as its database layer.
See the SEO Scaler product page or open SEO Scaler. It launches alongside Krewmi, Secrit and Meshsmiths.



