MarketEngine - SEO decision-system proof

Internal system for deciding whether an SEO task is worth doing before it becomes a ticket.

Discuss this kind of system View all work

Best for

Built as an internal planning and review layer, not a public content writer.

What it does

Useful proof without the full internal dump.

keeps market ideas, seed queries, offers, competitor pages, and source payloads in one place
groups keywords by SERP overlap before choosing whether to improve a page or build a new one
joins crawl evidence with owned-page matches and competitor facts
turns the evidence into action cards for content, metadata, internal links, performance, and technical fixes
keeps evidence attached to each recommendation so the next step can be reviewed instead of guessed
blocks traffic and ranking claims when the evidence is not strong enough

Build notes

Matching first: The system tries to prove whether an owned page is a fit before recommending new content.
Crawler evidence: ILCrawler and private-crawler inputs are treated as evidence, not decoration around a keyword list.
Action guardrails: Recommendations can be blocked when the evidence does not support the claim.

Decision layer

private system

Inputs

SERP + crawl

Output

Actions

Gate

Review

Cluster matching evidence

Action scoring rules

Validator guarded

FastAPI Python ILCrawler Evidence SERP Evidence PostgreSQL Neon Redis Qdrant Docker Compose Celery

Fit

Back to work Send the issue

Related project pages