Models / Reflex
Reflex
Early evidence, 10 results from 1 source, on 1 use case. Reflex is best for speed under pressure; it is not on sale through OpenRouter, so it is here for reference.
Results 13 Nov 2026 · 10 results · 1 source
- Price per million tokens
- Not available through OpenRouter
- Speed
- Not measured
- Intelligence Index
- Not measured
- Spring Prompt overall
- Not ranked yet
needs our benchmarks and two groups of results - Developer
- Morph
Weights not published - Released
- Not recorded
no launch date in our tracker or our sources
Measured cost per task
API cost recorded in our benchmark runs, excluding judging.
| Task | Benchmark | Cost per task |
|---|---|---|
| Game of bullet chess | BulletBench | ≈ $0.001 |
How good is it, and for what?
Each use case ranks the available models its benchmarks measured. The bar shows its percentile in that field, best to the right. Open a row for the results behind it.
Product listingsTurning a sparse product feed and photos into listings that can go live
- CatalogBench: has not measured this model.
Decks from an analysisTurning a finished analysis into a deck you could present as it is
- DeckBench: has not measured this model.
User surveysPlanning a user survey and reading its results without being misled
- SurveyBench: has not measured this model.
Marketing planningPlanning a year of ad spend without overspending
- ROASBench: has not measured this model.
Agents and tool useMulti-step tasks with tools: support desks, coding agents, function calls
- tau2-bench: has not measured this model.
- Berkeley Function Calling Leaderboard (BFCL) V4: has not measured this model.
- OpenHands Index: has not measured this model.
- Microsoft STATE-Bench: has not measured this model.
- Artificial Analysis: has not measured this model.
- Vending-Bench 2: has not measured this model.
Professional workReal tasks from banking, consulting and law, business documents and freelance projects
- APEX-Agents: has not measured this model.
- GDP.pdf: has not measured this model.
- Remote Labor Index: has not measured this model.
Reasoning and knowledgeHard questions across science, maths and general knowledge
- Artificial Analysis: has not measured this model.
WritingWhat people prefer in blind comparisons, and judged writing quality
- Arena (formerly LMArena): has not measured this model.
- UGI Leaderboard: has not measured this model.
Sticking to the factsSummarising without inventing things, and factual answers
- Vectara Hallucination Leaderboard: has not measured this model.
- Arena (formerly LMArena): has not measured this model.
- SimpleQA Verified (Epoch AI): has not measured this model.
Speed under pressureGood decisions against a real clock (fast chess)
| Benchmark | Reflex | Rank among available | Best available |
|---|---|---|---|
| BulletBenchBulletBench Lightning 10+1: ladder Elo | 616 | 4th of 18 | Gemini 3.5 Flash-Lite 892 |
| BulletBenchBulletBench Bullet 60s: ladder Elo | 614 | 7th of 33 | Gemini 3.8 Flash 1,068 |
Nearest alternatives
- The most capable open-weights modelMiMo-V2.6-Pro$0.54 blended · Intelligence Index 46.3
Against Reflex. "Similar intelligence" means within 4 points or better.
Against the alternatives
The models you would most likely weigh it against: the leaders of the groups above.
Scroll sideways to see every alternative.
| Reflex | Claude Fable 5.2 leads overall | Claude Opus 5.5 near the top overall | GPT-6.1 Terra near the top overall | GPT-6.1 Sol near the top overall | |
|---|---|---|---|---|---|
| Price per million tokens | – | $16.00 | $8.00 | $2.00 | $4.00 |
| Tokens a second | – | – | 96 | – | 53 |
| Intelligence Index | – | – | 57.6 | – | 51.8 |
| Spring Prompt overall | – | 91 | 82 | 81 | 80 |
| Rank among available models, by use case | |||||
| Product listings | – | 5th | 13th | 4th | 2nd |
| Decks from an analysis | – | 3rd | 5th | 7th | 4th |
| User surveys | – | 1st | 4th | 6th | 3rd |
| Marketing planning | – | 1st | 9th | 2nd | – |
| Agents and tool use | – | – | 3rd | 7th | 6th |
| Professional work | – | – | 3rd | – | 9th |
| Reasoning and knowledge | – | – | 1st | 22nd | 6th |
| Writing | – | – | 5th | – | 16th |
| Sticking to the facts | – | – | 3rd | – | 18th |
| Speed under pressure | 5th of 35 | 9th | – | 19th | 4th |
Shaded figures are better than Reflex's. A dash means no result.
Where it has been measured
Compared with the models available today (it is not on sale itself), in the top quarter (by percentile) for speed under pressure.
Not timed: Artificial Analysis, our source for speed, has not tested it
- BulletBench10 results
- CatalogBenchNot measured
- DeckBenchNot measured
- ROASBenchNot measured
- SurveyBenchNot measured
- APEX-AgentsNot measured
- Arena (formerly LMArena)Not measured
- Artificial AnalysisNot measured
- Berkeley Function Calling Leaderboard (BFCL) V4Not measured
- GDP.pdfNot measured
- Microsoft STATE-BenchNot measured
- OpenHands IndexNot measured
- Remote Labor IndexNot measured
- SimpleQA Verified (Epoch AI)Not measured
- tau2-benchNot measured
- UGI LeaderboardNot measured
- Vectara Hallucination LeaderboardNot measured
- Vending-Bench 2Not measured
Every result
10 published results from 1 source, each in the source's own units, with the configuration that produced it.
BulletBench · measured by Spring Prompt · 10 results
| Measure | Value | Rank | Configuration | Dated |
|---|---|---|---|---|
| BulletBench Bullet 60s: cost per gameUS dollars, lower is better | $0.0006 | 9 of 70 | Reflex provider default reasoning |
12 Nov 2026 |
| BulletBench Bullet 60s: games lost on time% of games, lower is better | 0.0% | 1 of 70 | Reflex provider default reasoning |
12 Nov 2026 |
| BulletBench Bullet 60s: invalid moves% of moves, lower is better | 0.0% | 1 of 70 | Reflex provider default reasoning |
12 Nov 2026 |
| BulletBench Bullet 60s: ladder Eloladder Elo, higher is better | 614 470–746 |
7 of 70 | Reflex provider default reasoning |
12 Nov 2026 |
| BulletBench Bullet 60s: median move timemilliseconds, lower is better | 0.6 s | 25 of 70 | Reflex provider default reasoning |
12 Nov 2026 |
| BulletBench Lightning 10+1: cost per gameUS dollars, lower is better | $0.0007 | 11 of 46 | Reflex provider default reasoning |
12 Nov 2026 |
| BulletBench Lightning 10+1: games lost on time% of games, lower is better | 0.0% | 1 of 46 | Reflex provider default reasoning |
12 Nov 2026 |
| BulletBench Lightning 10+1: invalid moves% of moves, lower is better | 0.0% | 1 of 46 | Reflex provider default reasoning |
12 Nov 2026 |
| BulletBench Lightning 10+1: ladder Eloladder Elo, higher is better | 616 470–757 |
5 of 46 | Reflex provider default reasoning |
12 Nov 2026 |
| BulletBench Lightning 10+1: median move timemilliseconds, lower is better | 0.6 s | 24 of 46 | Reflex provider default reasoning |
12 Nov 2026 |
Not shown: Not your cost: prices are those charged on the run date.
Embed a score badge
A badge for each of our benchmarks that ranked Reflex, from the current results. Paste the code into a page or README; it links back to the benchmark.
BulletBench · Lightning 10+1
<a href="https://springprompt.com/benchmarks/bulletbench?focus=morph-reflex"><img src="https://springprompt.com/badge/bulletbench/morph-reflex.svg" alt="Reflex is #5 of 44 on BulletBench (Lightning 10+1: 616), measured by Spring Prompt" height="20"></a>
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