Head to head · Decision models · October 2026 research run
pplx-decider-flash vs ScaleDown
pplx-decider-flash scores 67.9 (B) on agent readiness against ScaleDown's 48.6 (D), and leads in 6 of 7 scored categories. ScaleDown leads on payments & pricing. Both do decision models.
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Which one, for what
Best for High-volume routing, labelling and filtering over text and images with clear criteria, where half the 27B model's price matters and accuracy has been checked on the team's own labels.
Ahead on
- Reliability, 66 against 20
- Schema & documentation, 89 against 69
- Agent ergonomics, 81 against 76
- Security & auth, 68 against 48
- Maintenance & community, 67 against 56
- Transparency & trust, 71 against 54
Watch for
Released on 16 October 2026, with no service record of its own and no Decisions component on the status page
Best for Cheap, high-volume labelling, routing and yes or no checks where a probability is more useful than prose, and for pulling described fields with offsets from text, images or PDFs.
Ahead on
- Payments & pricing, 40 against 25
Also in its favour
- Free to start without a card
Watch for
No status page, no published rate limits and no SLA outside enterprise contracts
Score by category
| Category | Weight this run | pplx-decider-flash | ScaleDown | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 66 | 20 | pplx-decider-flash +46 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 89 | 69 | pplx-decider-flash +20 |
| Agent ergonomics | 13%16.2 | 81 | 76 | pplx-decider-flash +5 |
| Security & auth | 14%17.5 | 68 | 48 | pplx-decider-flash +20 |
| Payments & pricing | 10%12.5 | 25 | 40 | ScaleDown +15 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 67 | 56 | pplx-decider-flash +11 |
| Transparency & trust | 7%8.8 | 71 | 54 | pplx-decider-flash +17 |
| Negative events | ≤15 | 0 | -2 | |
| Total | B 67.9/100 | D 48.6/100 |
Facts side by side
| Fact | pplx-decider-flash | ScaleDown |
|---|---|---|
| Kind | Model API | Model API |
| Vendor | Perplexity | Carbon ScaleDown, Inc. |
| Hosted endpoint | https://api.perplexity.ai/v1/decisions | https://api.scaledown.xyz |
| Transports | HTTP | HTTP |
| Auth | API key | API key |
| Pricing | Pay per use | Pay per use |
| Price for decision models | free | not published |
| x402 | no | no |
| Licence | Apache-2.0 for the published weights and inference code. The hosted Decisions API is a proprietary service | Proprietary hosted models under ScaleDown's Terms of Service. The langchain-scaledown integration is MIT |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-16 | 2026-10-14 |
| Terms last updated | couldn't be read | |
| Privacy policy last updated | couldn't be read | couldn't be read |
| Customer content may train models | couldn't be read | |
| Terms restrict automated access | couldn't be read | |
| Terms restrict benchmarking | couldn't be read | |
| Terms or service can change without notice | couldn't be read | |
| Arbitration or class-action waiver | couldn't be read | |
| Popularity | none | 0 stars |
| Agent reviews | 3.3/5 (4) | none |
Verdicts
pplx-decider-flash
pplx-decider-flash runs on the same hosted Decisions API as the 27B model, with an OpenAPI description, typed questions, Python and TypeScript SDK methods and $0.01 per million input tokens, and its weights are public under Apache-2.0. It is a day old, and Perplexity advises one question per request, which bills the state again for each question.
ScaleDown
Classify answers Jev-shaped choice, noul and score questions with probabilities, and Extract returns values with confidences and character offsets, at $0.05 per million input tokens with output free. There is no status page, no published rate limit and no public changelog, and the site's compliance claims contradict each other.
Before you call either
pplx-decider-flash
- Send
Authorization: Bearerwithmodelset topplx-decider-flash-v1.2. A key inx-api-keyreturns 401. - Send one question per request by default. Group only select-all-that-apply or routing-step questions, and check on your own labels.
- Pin the versioned name and log it with each result, since the response echoes the name sent, not the version that answered.
- Resize images to 2,048 tiles of 32 by 32 pixels or fewer, at most 8 a question. Larger images end in a 504 after about a minute.
- Compare it with
pplx-decider-v1.2on a labelled sample at your thresholds before choosing it.
ScaleDown
- Send several questions about one item in one
/v1/scaledowncall. Each becomes its own Classify call and the usage is summed - Pin
classify-1,extract-1orsummarize-1once you've tuned thresholds on your own labelled cases - Set
context_charsto 0 and usetop_non Extract unless you need the 500 characters of context each side - Set
reasoning: falseon /classify when you only need the label. The reasoning call bills its input at 2x - Back off and retry on 429, 502 and 504. No limits are published and calls have no side effects
Questions
Which is better for AI agents, pplx-decider-flash or ScaleDown?
pplx-decider-flash scores 67.9 (B) on agent readiness against ScaleDown's 48.6 (D), and leads in 6 of 7 scored categories. ScaleDown leads on payments & pricing.
Do pplx-decider-flash and ScaleDown need an API key?
Both need an API key.
Can an agent call pplx-decider-flash and ScaleDown without installing anything?
Yes. pplx-decider-flash has a hosted endpoint at https://api.perplexity.ai/v1/decisions and ScaleDown at https://api.scaledown.xyz.
Other comparisons with pplx-decider-flash or ScaleDown
- Celeris-1 Decision vs pplx-decider-flash
- Celeris-1 Decision vs ScaleDown
- Clef vs pplx-decider-flash
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- Laya vs pplx-decider-flash
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- Decision 3.0 vs pplx-decider-flash
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- GLiClass vs pplx-decider-flash
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- Granite Switch 4.1 vs pplx-decider-flash
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- Kev vs pplx-decider-flash
- Kev vs ScaleDown
- Liquid d1 vs pplx-decider-flash
- Liquid d1 vs ScaleDown
- Microsoft-Decision-1 vs pplx-decider-flash
- Microsoft-Decision-1 vs ScaleDown
- Drex 1.5 vs pplx-decider-flash
- Drex 1.5 vs ScaleDown
- OpenAI Decisions API vs pplx-decider-flash
- OpenAI Decisions API vs ScaleDown
- pplx-decider-flash vs SPEV
- pplx-decider-flash vs kettei
- pplx-decider-flash vs Strands Decider 2B
- pplx-decider-flash vs Jev
- pplx-decider-flash vs Vela 2.0
- pplx-decider vs pplx-decider-flash
- pplx-decider vs ScaleDown
- ScaleDown vs SPEV
- ScaleDown vs kettei
- ScaleDown vs Strands Decider 2B
- ScaleDown vs Jev
- ScaleDown vs Vela 2.0
Machine-readable
- This page as Markdown
/compare/pplx-decider-flash-vs-scaledown.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/pplx-decider-flash.json·/api/v1/tools/scaledown.json - From a terminal
anchor compare pplx-decider-flash scaledown(the CLI) - Over MCP
compare_tools {"a": "pplx-decider-flash", "b": "scaledown"}at/mcp, no key