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
- Jul 27, 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.
| # | Brand | Category | Providers | Mentions | Owned citations | Provider evidence |
|---|---|---|---|---|---|---|
| 01 | GitHub Copilotgithub.com ↗ | AI developer tools | 1 | 1 | 0 | Anthropic |
MODEL COMPARISON
Answer matrix
One row per configured provider and category snapshot. Hashes prove answer identity without publishing stored answer text.
| Provider | Model version | Category | Brands surfaced | Citations | Unique domains | Answer hash |
|---|---|---|---|---|---|---|
| Openai | openai/gpt-4o-mini | AI developer tools | None observed | 0 | 0 | cffc6301…90b49 |
| Anthropic | anthropic/claude-haiku-4-5 | AI developer tools | GitHub Copilot | 5 | 4 | 8084f134…d0ebf |
| Gemini | google/gemini-2.5-flash | AI developer tools | None observed | 0 | 0 | c2c55858…a9c19 |
URL-DERIVED CITATIONS
Sources cited
Hostnames are derived from the returned public URLs. Best position is the smallest citation position observed.
| Domain | Cited page | Best position | Providers | Observations | Categories |
|---|---|---|---|---|---|
| arxiv.org | https://arxiv.org/html/2406.12655v1 ↗ | 1 | Anthropic | 1 | AI developer tools |
| gocodeo.com | https://gocodeo.com/post/measuring-ai-code-generation-quality-metrics-benchmarks-and-best-practices ↗ | 2 | Anthropic | 1 | AI developer tools |
| community.deeplearning.ai | https://community.deeplearning.ai/t/performance-metrics-for-evaluating-generated-code/692965 ↗ | 3 | Anthropic | 1 | AI developer tools |
| arxiv.org | https://arxiv.org/html/2408.16498v1 ↗ | 4 | Anthropic | 1 | AI developer tools |
| kodekx-solutions.medium.com | https://kodekx-solutions.medium.com/performance-benchmarks-and-metrics-for-code-generation-llms-e-g-qwen-coder-abe6d1ee7c60 ↗ | 5 | Anthropic | 1 | AI developer tools |