BUYER PROMPT / PUBLISHED EVIDENCE
Design a retrieval benchmark for AI research assistants using known-item search, long-tail evidence, conflicting sources, dates, and paywalled material.
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 | Semantic Scholarsemanticscholar.org ↗ | Research AI | 1 | 4 | 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 | Research AI | None observed | 0 | 0 | 52784397…67310 |
| Anthropic | anthropic/claude-haiku-4-5 | Research AI | Semantic Scholar | 7 | 7 | e96cd5ff…c5711 |
| Gemini | google/gemini-2.5-flash | Research AI | None observed | 0 | 0 | c9d050eb…e3a0d |
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 |
|---|---|---|---|---|---|
| github.com | https://github.com/beir-cellar/beir ↗ | 1 | Anthropic | 1 | Research AI |
| arxiv.org | https://arxiv.org/abs/2104.08663 ↗ | 2 | Anthropic | 1 | Research AI |
| huggingface.co | https://huggingface.co/BeIR ↗ | 3 | Anthropic | 1 | Research AI |
| zilliz.com | https://zilliz.com/glossary/beir ↗ | 4 | Anthropic | 1 | Research AI |
| datasets-benchmarks-proceedings.neurips.cc | https://datasets-benchmarks-proceedings.neurips.cc/paper/2021/file/65b9eea6e1cc6bb9f0cd2a47751a186f-Paper-round2.pdf ↗ | 5 | Anthropic | 1 | Research AI |
| elastic.co | https://elastic.co/search-labs/blog/evaluating-search-relevance-part-1 ↗ | 6 | Anthropic | 1 | Research AI |
| openreview.net | https://openreview.net/forum?id=wCu6T5xFjeJ ↗ | 7 | Anthropic | 1 | Research AI |