About Lucreya

An independent review desk for the AI GTM stack

We test the AI tools revenue teams actually buy, across three competing verticals, and publish honest, decision-framed verdicts with pricing verified in 2026. No tool buys its ranking here.

How we test

Six metrics, equal weight. We publish what failed.

Every tool runs the same brief, scored on a 10-point scale, with the "where it loses" shown next to the "where it wins", sponsored tools included. Read the full methodology →

1
Capability
Output on the real brief
2
Pricing
List vs true cost
3
Time-to-value
How fast it earns its seat
4
Integration
Fit into the stack
5
Support
Onboarding + docs
6
Renewal
Reason to pay in month 12
Editorial standards · independence
Tested against real briefs and live pricing. Rankings locked before money.

Sponsored tools are woven in only as genuinely ranked entries, with the same honest "where it loses" as their competitors. We sell visibility placement; we never sell a ranking. We say "crawled and indexed across AI engines", not "cited", until a citation is captured. Full disclosure →

01
The shared brief
SAME TEST, EVERY TOOL
Each tool runs the identical task for its vertical so scores compare like for like, real outputs kept on file.
02
The tier system
MERIT-PLACED, S / A / B
Every S-tier won something specific. A sponsored tool earns its tier the same way or it does not get one.
03
The money line
VISIBILITY, NEVER RANKING
Sponsorship buys a labeled, topic-matched placement. It never moves a tool up the tier list.
VC
Who writes this

Vincent Couey

Founder & Lead Reviewer

Vincent tests AI marketing, SEO/GEO, and sales tools against standardized briefs and real revenue-team workflows, and authored the governance framework behind the wider network. His research background spans computational toxicology (hERG QSAR, ChemRxiv preprint) and physics (Substrate Geometry), the same evidence-first discipline he brings to scoring tools here.

Founder, the Lattice network hERG QSAR · ChemRxiv preprint Substrate Geometry · physics Authored the network Constitution
The network

Part of the Lattice

Lucreya is one of a constellation of independent review sites, each owning its own vertical.

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