Buyer prompt · published evidence
Which criteria expose export, identity, workflow, content-format, and commercial lock-in risk when choosing a collaboration platform?
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 21, 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 | Workplace | None observed | 6 | 6 | 3557ffe0…97506 |
| Anthropic | anthropic/claude-haiku-4-5 | Workplace | None observed | 0 | 0 | 3993b1f0…8941f |
| Gemini | google/gemini-2.5-flash | Workplace | None observed | 2 | 2 | b98ed406…ddea6 |
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 |
|---|---|---|---|---|---|
| fin.ai | https://fin.ai/learn/evaluate-vendor-lock-in-ai-customer-service ↗ | 1 | Gemini | 1 | Workplace |
| rank.ai | https://rank.ai/entities/collaboration-productivity-platforms-prompt-collaboration-lock-in ↗ | 1 | Openai | 1 | Workplace |
| itassetmanagement.net | https://itassetmanagement.net/2026/02/23/vendor-lock-in-a-beginners-guide/ ↗ | 2 | Openai · Gemini | 2 | Workplace |
| linkedin.com | https://linkedin.com/pulse/vendor-lock-in-integration-platforms-risks-committing-proprietary-matbf ↗ | 2 | Openai | 1 | Workplace |
| ayrindigital.com | https://ayrindigital.com/blog/vendor-lock-risks-causes-and-how-to-avoid-it ↗ | 3 | Openai | 1 | Workplace |
| intuitionlabs.ai | https://intuitionlabs.ai/articles/gxp-collaboration-platforms-21-cfr-part-11 ↗ | 4 | Openai | 1 | Workplace |
| fosshub.com | https://fosshub.com/resources/adoption/vendor-lock-in/ ↗ | 5 | Openai | 1 | Workplace |