| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| AI coding assistants | Developer platform | 2% | 5 of 46 | 17% | 35 | accepted challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 2 | 0 | 0 | 2 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 3 | 0 | 0 | 3 |
| Grok 4.1 Fast | 0 | 4 | 1 | 1 | 6 |
| Mistral Small | 0 | 2 | 1 | 0 | 3 |
| DeepSeek V4 Flash | 0 | 2 | 2 | 1 | 5 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 3 | 0 | 1 | 4 |
| Kimi K2 | 0 | 2 | 1 | 1 | 4 |
| GLM 4.7 FlashX | 0 | 3 | 0 | 2 | 5 |
| MiniMax M2.5 | 1 | 1 | 0 | 0 | 2 |
Verbatim evidence the judge attached to positive labels.
“For a very tight budget, start with: - CodeWhisperer (completely free)” MiniMax M2.5 · AI coding · budget prompt · first choice
“*Java/Enterprise shops:* Amazon CodeWhisperer or JetBrains AI often perform very well here.” Qwen 3.7 Flash · AI coding · scale prompt · alternative
“Amazon Q Developer (formerly CodeWhisperer) — For AWS-heavy environments” GLM 4.7 FlashX · AI coding · paraphrase prompt · alternative
“Amazon Q Developer free tier: cited as offering 50 agentic chats” Perplexity Sonar · AI coding · budget prompt · alternative
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Exercise caution when using any AI assistant (including GitHub Copilot, JetBrains AI, or Amazon Q)” Qwen 3.7 Flash · AI coding · negative prompt · soft negative
“Note: AWS is phasing out new subscriptions, so this may not be ideal for new adopters” Kimi K2 · AI coding · budget prompt · soft negative
“code quality and security are inconsistent and often require manual review” GLM 4.7 FlashX · AI coding · negative prompt · soft negative
“Amazon CodeWhisperer (older versions; check current terms)” DeepSeek V4 Flash · AI coding · negative prompt · soft negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 83 of the 97 answers that named Amazon Q Developer and are not a share of its labels.
207 of the 223 domain citations in answers naming Amazon Q Developer came from somebody else's page.
Pages are listed as the models cited them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Amazon Q Developer's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Amazon Q Developer, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at amazon.com is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.