BUYER PROMPT / PUBLISHED EVIDENCE
Which criteria reveal lock-in and portability risk when choosing an AI coding tool, including editor, model, data, and workflow control?
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 | Augment Codeaugmentcode.com ↗ | AI developer tools | 1 | 0 | 1 | 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 | 8 | 8 | e9052f18…a05b5 |
| Anthropic | anthropic/claude-haiku-4-5 | AI developer tools | Augment Code | 5 | 5 | 5dd69c46…d77f6 |
| Gemini | google/gemini-2.5-flash | AI developer tools | None observed | 5 | 5 | fa1141e8…0e4c2 |
URL-DERIVED CITATIONS
Sources cited
Hostnames are derived from the returned public URLs. Best position is the smallest citation position observed.