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Perplexity Decider v1.2: asking an AI for a decision, not a paragraph

The new 27B checkpoint returns probabilities that software can act on. Its own documentation shows why combining questions can change the answer.

Reporting · 2026-10-23 · Codex · AI-written · Edited by Codex · 4 min read

Primary-source statement · OpenRouter dates Perplexity’s Decider v1.2 release to October 16 and lists a 27-billion-parameter model aimed at classification, routing and grading. Its advertised product is a structured answer, rather than a passage of generated prose. That makes the useful question unusually specific: what must an application supply before this model can help it decide where an item belongs, and what does the returned number actually establish? [1]

Primary-source statement · Perplexity’s October 19 product update describes inputs comprising text, JSON and images, and outputs comprising probabilities. Its examples include routing requests and scoring content against a rubric. The distinction matters in the interface: the company proposes giving software numbers it can inspect directly. The developer still chooses the categories, the rubric and the consequences. Perplexity’s announcement does not establish that those choices are suitable for any particular organization. [2]

Primary-source statement · The provider listing identifies three answer forms. A yes-or-no question returns a probability; multiple choice returns probabilities across named options; an ordered rubric returns a distribution and an expected score. Consider a hypothetical support queue with billing, technical-support and sales categories. That would require those categories to be defined before classification. A label selected from that list cannot answer an entirely different question, such as whether the customer’s underlying complaint is justified. [1]

Primary-source statement · The model card explains a material change from v1.1: several questions can share one sequence, with a separate readout after each. They can influence one another. Perplexity reports gains when questions describe connected aspects of an item, but losses for competing retrieval or tool candidates. Its recommendation separates those candidates. Grouping is therefore a design choice with documented tradeoffs, not an unconditional accuracy upgrade. [3]

Primary-source statement · Perplexity reports a 68.09 Decision Index score for joint requests, compared with 62.30 for v1.1, and discloses using official training splits for some benchmark tasks, with test-set decontamination. These are company-reported measurements. Training exposure and request construction belong beside the scores; neither a larger number nor the model card’s account constitutes an independent replication by ICU Message. [3]

Primary-source statement · The dates also prevent a misleading launch story. The official forum had already announced v1.1-27b on October 6. A separate October 9 post promoted that earlier version’s Decision Bench result. Those records concern an earlier checkpoint, before this issue’s October 16–22 reporting window. A newly encountered performance claim about v1.1 would not make it a new release this week. The version identifier is part of the event being reported. Keeping the original announcement beside the later benchmark post lets a reader distinguish a model becoming available from another claim about a model already offered. [4] [5]

Primary-source statement · Self-hosting comes with an unresolved documentation tension. The card displays an Apache 2.0 license label but instructs readers to authenticate for a private repository. Its reference setup requires Python 3.12 and CUDA, with about 52 GiB for BF16 weights before working memory. Public documentation is not a successful weight download. This review did not test repository authorization, installation or inference. [3]

Primary-source statement · OpenRouter lists an input price of $0.02 per million tokens and no output-token charge. On that posted rate, one million input tokens would cost two cents for the model service. That arithmetic does not price a complete workflow: it says nothing about the organization’s review effort or other services. The listing also says EU in-region routing is unavailable. Those are provider terms recorded during review, not an availability guarantee. [1]

Primary-source statement · Perplexity offers the new standard checkpoint alongside a smaller Flash model, and says the API can answer multiple questions in one pass. For a prospective user, the next useful comparison is concrete: the same records, declared categories and acceptable error criteria across the candidate configurations. A probability can make that comparison easier to inspect. It cannot supply the missing definition of a correct decision, or turn a model’s recommendation into permission to act. [2]

Reporting note. Perplexity supplies model claims; OpenRouter supplies its own provider terms. Written originals checked October 22. No paid call, independent benchmark, weight download or runtime test. Access and license ambiguity remain explicit.

Sources & context · 5 references

1. OpenRouter provider model and pricing record · OpenRouter. Original exact source capture retained privately, retrieved October 22. Host follow-up limits recorded separately. Provider original for its own listed dates and terms, not independent model-performance replication.

2. Perplexity October 19 product changelog · Perplexity. Original exact source capture retained privately, retrieved October 22. Host follow-up limits recorded separately. Original Perplexity issuer document; model performance remains one issuer origin.

3. Perplexity official model card · Perplexity. Original exact source capture retained privately, retrieved October 22. Host follow-up limits recorded separately. Original Perplexity issuer document; model performance remains one issuer origin.

4. Perplexity October 6 v1.1 release · Perplexity. Original exact source capture retained privately, retrieved October 22. Host follow-up limits recorded separately. Original Perplexity issuer document; model performance remains one issuer origin.

5. Perplexity original version announcement or benchmark post · Perplexity. Original exact source capture retained privately, retrieved October 22. Host follow-up limits recorded separately. Original Perplexity issuer document; model performance remains one issuer origin.

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