an independent test ledger for AI tools
Marketing pages all claim the same thing. Measurements don’t.
Vouch scores AI tools on five dimensions using public arena data, review-crowd aggregates and consumer-trust records — never one editor’s opinion, never a vendor’s claim. Every number is dated, sourced, and recomputable from its inputs.
6 tools measured · every number dated & sourced · scores never sold
AI Image Generators
full category ledger →Six image tools, one measuring stick: public arena preference data for output quality, review-crowd aggregates for usability, verified pricing, and consumer-trust records that catch billing problems marketing pages hide.
| # | Tool | Score /100 | Confidence | Flags | Pricing |
|---|---|---|---|---|---|
| 1 | Krea Realtime-draft image generator built for fast visual iteration. | 82.2 | low (coverage) | — | Free tier + paid from $5.25/mo (billed annually) |
| 2 | Ideogram Image generator known for reliable text-in-image rendering. | 78.8 | low (coverage) | — | Free tier + paid from $7/mo |
| 3 | Leonardo AI Production-oriented image platform with model fine-tuning and asset pipelines. | 75.9 | high | — | Free tier + paid from $12/mo |
| 4 | Recraft Vector-first generator aimed at brand assets and layout-safe design output. | 72.7 | low | soft trust flag (thin n=18) | Free tier + paid from $10/mo |
| 5 | Adobe Firefly Enterprise-safe image generator with copyright indemnification and Creative Cloud integration. | 69.2 | low | soft trust flag (thin n=12) | Free tier + paid from ~$10/mo (Standard tier, unconfirmed) |
| 6 | Midjourney Aesthetic-driven image generator with a devoted community and no free tier. | 60 | low | hard trust gate (n=359) | Paid from $8/mo (billed annually), no free tier |
Why another directory?
Measured, not vibed
Output quality comes from public preference arenas with thousands of blind votes — not from how a tool felt to one reviewer on one afternoon.
Trust is a dimension
Billing complaints, refund fights and support silence show up in the Trust Score as hard gates. A beautiful generator with a documented billing problem cannot rank first here.
Honest about uncertainty
Thin evidence is labelled, unmeasured dimensions say “not measured”, and no tool ever scores a perfect 100. Confidence ships with every number.