Dokeo vs AI tools

They generate.
Dokeo decides if it ships.

ChatGPT, Claude, Perplexity, Google: four tools reshaping how content gets created and discovered. Dokeo is CI/CD for Revenue: the pre-publish gate that scores what any of them write or surface, before it goes live.

01 · Draft

Human or LLM

Paste, PR, webhook, or CLI. The gate does not care who wrote it.

AI tools are for

Generating drafts, brainstorming ideas, answering questions, and discovering content. They produce the raw material.

Dokeo is for

The pre-publish gate that scores every piece against 43 checks across SEO, AEO, and GEO. Consistent, deterministic, no AI in the scoring loop.

The gate is deterministic: the same draft returns the same verdict every time, which is what makes it safe to block a CI pipeline on.

  • SEO, AEO, and GEO checks run in a single pass, across all 17 supported content types.
  • Every FAIL names the specific check that failed and why. No black-box review.
  • 100 free scans a month, no credit card, same gate as production.

ChatGPT is for

Teams that need to generate first-draft copy quickly and don't yet have a quality bar.

ChatGPT writes it. Dokeo decides if it ships.

Different jobs

ChatGPT is a writer. Dokeo is an editor. ChatGPT produces the draft; Dokeo scores the draft against SEO + AEO + GEO checks and tells you what to fix before you publish. The output of one is the input of the other.

FeatureChatGPTDokeo
Primary jobGenerate textScore existing text
OutputA draftA verdict + line-level fixes
Runs inOpenAI's chatAPI, web app, GitHub Action, MCP
Time per task10-30 seconds~5ms for checks; seconds for AI rewrite

Different scoring

ChatGPT can't tell you if your post will rank or get cited. It has no live SERP data, no AI-citation tracker, no concept of 'too many em-dashes' or 'no sources cited'. Dokeo runs the same 17 core checks plus content-type-specific checks on every piece, every time, with no variance.

FeatureChatGPTDokeo
Reproducible score✓ (same input = same output)
SEO + AEO + GEO checks✓ 17 core + 26 type-specific, 3 engines
Inline issue highlights✓ (the exact sentence that failed)
AI-tell detection✓ (em-dashes, hedging, filler)

Different integrations

ChatGPT lives in a chat window. Dokeo lives in your workflow: GitHub PR check, pre-commit hook, CI, the MCP server inside Claude and Cursor. Dokeo blocks bad content from publishing. ChatGPT can only warn you.

FeatureChatGPTDokeo
GitHub PR check
MCP server (Claude/Cursor)
Pre-commit hook
Batch scan a domain

FAQ

Does Dokeo use AI in its scoring?

No. The 17 core checks and 26 type-specific checks are regex, readability formulas, structural parsers, and TF-IDF. Same input, same verdict today, tomorrow, and in a year. The optional AI rewrite (Growth+ plans) calls GLM 5.2, not ChatGPT or Claude.

Can I use Dokeo to score AI-written content?

That's the most common use case. Paste AI output from any model into Dokeo, get a score, fix the flagged lines, ship. One credit per scan.

Does Dokeo replace AI writing tools?

No. They're complementary. AI tools help you generate the first 80%. Dokeo makes sure the last 20% is good enough to publish. The LLM writes; Dokeo decides whether it ships.

Can I run Dokeo from inside Claude?

Yes. Dokeo ships an MCP server. From Claude Desktop or Cursor, you can call the gate without leaving the chat. Claude writes, Dokeo scores, all in one session.

Is Dokeo biased against AI-written content?

No. Dokeo scores content, not provenance. It checks for AI-tells (em-dashes, hedging, filler) regardless of which model produced them, including humans who write like AI.

Does Dokeo track AI citations?

Citation tracking is a separate feature (Dokeo Watch, Pro and above). The core scoring product tells you whether your content is structured for citation. Watch tells you when and where it actually gets cited.

Can Dokeo guarantee rankings or citations?

No tool can guarantee that. Dokeo enforces the structural and quality signals that search engines and AI answer engines look for. The rest depends on the query, your authority, and how often the model crawls.

Ready to pass the gate?

100 free scans every month. No credit card. Cancel anytime.