Perplexity Decisions API Adds Fast Web Search
Perplexity is adding Fast Search-backed web grounding to the Decisions API, enabling batch-style classification, routing, and scoring with fresh evidence while returning probabilities instead of prose. Grounding costs $0.001 per search, while Decisions input costs $0.02 per million tokens on the 27B model or $0.01 on Flash.
This is a smart API-composition move: developers can connect live retrieval directly to structured decision pipelines without building a separate search-and-parse loop. The caveat is that retrieval quality, query construction, and evidence costs now become part of every decision threshold.
- –Web grounding runs one Fast Search per question and returns the retrieved evidence alongside probability-based answers.
- –Up to 100 grounded questions can be submitted in one request, making the feature useful for high-volume classification and routing.
- –The 27B model groups related questions and reuses state efficiently; Flash is cheaper but processes questions independently.
- –Fast Search costs $1 per 1,000 requests versus $5 for standard Search API calls, targeting routine and latency-sensitive retrieval.
- –Developers should reserve standard web search for difficult or ambiguous queries where retrieval depth matters more than speed.
DISCOVERED
1h ago
2026-11-04
PUBLISHED
1h ago
2026-11-04
RELEVANCE
AUTHOR
AravSrinivas