SEO and marketing decision
ChatSEO
A competent developer can rebuild the core keyword-research + GSC integration and LLM brief/publish workflow (the most useful subset) using available APIs and the cited open-source prior art; reproducing the full polished SaaS (connectors, UX, reporting, managed credits/support) is much more work.
Visit website↗Open-source builds that already do this
Every project below is open source and already does this job today. Fork one, self-host it, or take the parts you need — the build prompt further down assumes an empty file, and this is the shortcut past that. Licences differ; check the one on each card before you ship.
What a replacement has to do
- Query keyword market data, surface GSC opportunities, prioritise keywords, generate an on-page brief using an LLM, and publish/patch content to the user's CMS
What it still won’t have
- Polished multi-feature UI and built-in credit/workspace management
- Managed connectors and auto-publish UX to multiple CMS platforms
- Priority support, onboarding and account management
- Any proprietary behind-the-scenes automation and integrated reporting dashboards
What remains hard
- Product polish and ongoing maintenance
First-year cost
Keep paying
Paying is—cheaper in year one.
On cash alone, building overtakes the subscription at 9 seats.
Money you would actually spend
Time you would spend
—
What you would spend
What we assumed
The verdict above measures whether you could build it. This one is only about money.
Runnable build prompt
Build a minimal self-hostable AI SEO assistant (Next.js frontend, Node.js API, Python worker, Postgres DB). In scope: OAuth integration with Google Search Console, DataForSEO API client, a keyword prioritisation service that merges GSC+DataForSEO results, LLM-powered brief/content generation using OpenAI-compatible API, WordPress publish via REST API, simple workspace and credit tracking, and a basic UI to run analyses and view prioritized keyword lists. Out of scope: multi-tenant billing, multi-CMS parity beyond WordPress, advanced backlink analysis, full audit tooling, and production-grade analytics dashboards. Include input validation, error handling, logging, and unit tests for API endpoints and the prioritisation logic.
How we checked
How the score was reached
- Partly verdict base52
- An open-source build was found+5
- 4 cited sources+3
- Price verified on pricing page+3
- Evidence score63
The base comes from the verdict. Everything under it is a check that either happened or did not, and each one is a fact frozen in this record rather than a judgement made at render time — so the same evidence always produces the same number.
How scoring works →Cited sources · 4
Every page the run actually retrieved.
- official productChatSEO — official product
- official pricingChatSEO Pricing — official
- official docsKeyword Research Tool — features
- open sourceeliasdabbas/advertools
Integrity checks
What held up, and what did not.
