Buyer prompt · published evidence

Create a proof-of-concept scorecard for evaluating AI coding tools on real repository tasks without relying on vendor claims.

An exact prompt-level view of which reviewed brands surfaced and which public URLs the configured AI models cited. No answer text or tenant data is published.

Intent
commercial
Model providers
3
Categories
1
Last observed
Aug 8, 2026, 12:00 AM UTC
Competitive outcome

Brands surfaced

Ordered by provider breadth, then total mentions and owned-domain citations. A mention is not an endorsement or a position claim.

#BrandCategoryProvidersMentionsOwned citationsProvider evidence
Model comparison

Answer matrix

One row per configured provider and category snapshot. Hashes prove answer identity without publishing stored answer text.

ProviderModel versionCategoryBrands surfacedCitationsUnique domainsAnswer hash
Openaiopenai/gpt-4o-miniAI developer toolsNone observed00a6df9bde…c1193
Anthropicanthropic/claude-haiku-4-5AI developer toolsNone observed0099364a44…144d7
Geminigoogle/gemini-2.5-flashAI developer toolsNone observed007376563f…dc133
Snapshot IDs8d5e955f-e3d2-4950-89b3-5ad22c6e0519
Corpus versionsai-developer-tools-2026-07-27
Benchmark versions4-ai-developer-tools-2026-07-27-models-64232fd32583

Coverage: AI developer tools. Full answers stored: no · Full answers published: no · Tenant data included: no.