BUYER PROMPT / PUBLISHED EVIDENCE
Which criteria expose library, annotation, citation, report, workspace, source-access, export, and API lock-in in an AI research assistant?
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 |
|---|
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 | 6 | 6 | f0daee46…ac9ba |
| Anthropic | anthropic/claude-haiku-4-5 | Research AI | None observed | 0 | 0 | 37018d22…b52cc |
| Gemini | google/gemini-2.5-flash | Research AI | None observed | 2 | 2 | e699ed30…cc31d |
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 |
|---|---|---|---|---|---|
| lesswrong.com | https://lesswrong.com/posts/7iGaZGBrPodYeur6X/what-are-concrete-examples-of-potential-lock-in-in-ai ↗ | 1 | Gemini | 1 | Research AI |
| thesify.ai | https://thesify.ai/blog/what-makes-an-ai-tool-academic ↗ | 1 | Openai | 1 | Research AI |
| atlasworkspace.ai | https://atlasworkspace.ai/blog/best-ai-research-assistants ↗ | 2 | Gemini | 1 | Research AI |
| resources.rework.com | https://resources.rework.com/tools/ai-tools/best-ai-tools-for-academic-research-2026 ↗ | 2 | Openai | 1 | Research AI |
| guides.libs.uga.edu | https://guides.libs.uga.edu/ai/research_tools ↗ | 3 | Openai | 1 | Research AI |
| paperguide.ai | https://paperguide.ai/blog/ai-for-references-and-citations/ ↗ | 4 | Openai | 1 | Research AI |
| salve.libguides.com | https://salve.libguides.com/AI/DatabaseResearchTools ↗ | 5 | Openai | 1 | Research AI |
| libguides.lmu.edu | https://libguides.lmu.edu/airesearchtools ↗ | 6 | Openai | 1 | Research AI |