how it works · the process
A factory where cheap models do logistics, the best model writes, and rival models inspect.
No single model runs end-to-end. Each article is routed, researched, written, and then judged by models from other vendors— with your proprietary data as the raw material nobody else can buy. Here's the full path every article takes, top to bottom.
the process log
Five stages, one manuscript.
Every article moves down this galley in order. Cheap models do the logistics at the top; the best model writes in the middle; rival models inspect near the bottom. Nothing skips a line.
Discovery
Classify the request; pull live SERP, keywords & PAA. Cheap models route.
→ hands the brief to research
Research
Scrape the top-10, query first-party RAG, find the angle competitors missed.
→ hands a grounded dossier to the writer
Generation
The best model writes outline → article from the dossier, in your brand voice.
→ hands the draft to the gauntlet
Gauntlet
the differentiatorFour parallel checks by other vendors' models. Any miss loops back with fixes.
→ hands only what cleared to publish
Publish
auto · gauntlet-gatedInternal-link, schema, push to the CMS, invalidate the CDN. Human-gated.
→ live on your site
The writer never checks its own work.
Four checks run in parallel, each by a model from a different vendor than the one that wrote the draft. All four must clear a calibrated bar. Any miss returns specific, actionable fixes and generation tries again — up to three retries. Only what clears every check ships.
- retries
- ≤ 3
- pass rate
- 85.4%
A different vendor than the writer flags fabrication and contradiction.
Scored against every ranking competitor; must clear the threshold.
Experience, expertise, authority and trust signals are audited.
How human it reads — generic AI patterns are penalised, not shipped.
why a competitor can't copy it
Two things compound — and a competitor has neither.
Content grounded in your first-party data — specs, live stock, returns, marketplace Q&A that exists nowhere else online — and a validation rigor that strips the fingerprints of AI writing. To replicate one article, a rival would need both your data and your gauntlet.
- 01Discovery
- 02Research
- 03Generation
- 04Gauntletthe gate
- 05Publish