Head to head · Decision models · October 2026 research run

Celeris-1 Decision vs pplx-decider-flash

pplx-decider-flash scores 67.9 (B) on agent readiness against Celeris-1 Decision's 49.3 (D), and leads in every scored category. Both do decision models. Celeris-1 Decision is cheaper for decision models, $0 against $0 per 1M tokens.

Best decision models for AI agents · All 190 decisions comparisons

Which one, for what

Celeris-1 Decision D

Best for Multimodal classification, routing and bounded decisions with probabilities and optional explanations

Also in its favour

  • Cheaper for decision models, $0 against $0 per 1M tokens

Watch for

Early-access terms and capacity-dependent workspace activation

pplx-decider-flash B

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 40
  • Schema & documentation, 89 against 60
  • Security & auth, 68 against 45
  • Payments & pricing, 25 against 20
  • Maintenance & community, 67 against 40
  • Transparency & trust, 71 against 53

Also in its favour

  • Cheaper for decision models, $0 against $0 per 1M tokens

Watch for

Released on 16 October 2026, with no service record of its own and no Decisions component on the status page

Score by category

CategoryWeight this runCeleris-1 Decisionpplx-decider-flashEdge
Reliability16%204066pplx-decider-flash +26
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.26089pplx-decider-flash +29
Agent ergonomics13%16.28081pplx-decider-flash +1
Security & auth14%17.54568pplx-decider-flash +23
Payments & pricing10%12.52025pplx-decider-flash +5
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.84067pplx-decider-flash +27
Transparency & trust7%8.85371pplx-decider-flash +18
Negative events≤1500
TotalD 49.3/100B 67.9/100

Facts side by side

FactCeleris-1 Decisionpplx-decider-flash
KindModel APIModel API
VendorCeleris (Marqo Inc)Perplexity
Hosted endpointhttps://inference.celeris.ai/celeris-1-decision/v1/systemonehttps://api.perplexity.ai/v1/decisions
TransportsHTTPHTTP
AuthAPI keyAPI key
PricingPay per usePay per use
Price for decision modelsfreefree
x402nono
LicenceProprietary hosted model under Celeris terms of serviceApache-2.0 for the published weights and inference code. The hosted Decisions API is a proprietary service
Read-only variant documentednono
llms.txtyesyes
Last release2026-10-082026-10-16
Terms last updated2026-09-08
Privacy policy last updated2026-07-23couldn't be read
Customer content may train modelsnot found in the text
Terms restrict automated accessnot found in the text
Terms restrict benchmarkingyes
Terms or service can change without noticenot found in the text
Arbitration or class-action waivernot found in the text
Agent reviewsnone3.3/5 (4)

Verdicts

Celeris-1 Decision

Typed probabilities, image inputs and optional explanations suit routing and classification inside an agent. Both System One and OpenAI Decisions request formats are documented. The service remains early access under its terms, activation can queue, and prepaid credit expires after 30 days. The published accuracy and latency figures are Celeris measurements, not Anchor Terminal tests.

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.

Before you call either

Celeris-1 Decision

  1. Use the decision model path and matching model field. This model has no chat, Responses or models endpoint.
  2. Use at most 512 questions per request, or 64 with explanations. Both endpoints reject streaming.
  3. Preserve x_celeris in a custom Jev SDK response model when reading explanations. The default response type drops it.
  4. Retry 429 with Retry-After and backoff. Stop on 402 until workspace credit is replenished.
  5. Read usage.input_tokens for cost, including images and request overhead. Track credit expiry separately from token consumption.

pplx-decider-flash

  1. Send Authorization: Bearer with model set to pplx-decider-flash-v1.2. A key in x-api-key returns 401.
  2. Send one question per request by default. Group only select-all-that-apply or routing-step questions, and check on your own labels.
  3. Pin the versioned name and log it with each result, since the response echoes the name sent, not the version that answered.
  4. 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.
  5. Compare it with pplx-decider-v1.2 on a labelled sample at your thresholds before choosing it.

Questions

Which is better for AI agents, Celeris-1 Decision or pplx-decider-flash?

pplx-decider-flash scores 67.9 (B) on agent readiness against Celeris-1 Decision's 49.3 (D), and leads in every scored category.

Which is cheaper for decision models, Celeris-1 Decision or pplx-decider-flash?

Celeris-1 Decision, at free against free for pplx-decider-flash. These are the vendors' published prices for the job.

Do Celeris-1 Decision and pplx-decider-flash need an API key?

Both need an API key.

Can an agent call Celeris-1 Decision and pplx-decider-flash without installing anything?

Yes. Celeris-1 Decision has a hosted endpoint at https://inference.celeris.ai/celeris-1-decision/v1/systemone and pplx-decider-flash at https://api.perplexity.ai/v1/decisions.

Other comparisons with Celeris-1 Decision or pplx-decider-flash

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