On November 5 Perplexity Developers (@perplexitydevs) said every Agent API effort level now costs less per query with equal or better research quality, and added an ultra tier for broad long-running research. Vendor figures: medium rose from ~55% to ~77% on BrowseComp/DSQA with nearly 90% lower cost; xhigh held ~76.5% WANDR at ~25% of August 2026 cost; ultra runs three parallel researchers plus a consolidator at ~85.9% WANDR and about $21.71/task.
Key Takeaways
- ✓Official (@perplexitydevs + blog): every effort level cheaper with equal/better quality; new ultra
- ✓Vendor: medium BrowseComp/DSQA ~55%→~77% with nearly 90% lower cost
- ✓Vendor: xhigh WANDR ~76.5% at ~25% of August 2026 cost
- ✓ultra: 3 parallel research agents + consolidator; WANDR ~85.9% at ~$21.71/task on Claude Opus 5.5
- ✓Use
effort="ultra"or pin[email protected]; background mode for long runs

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Core Background & Industry Pain Points
Research Agent APIs often bundle model, search and tool budgets into depth tiers, but higher tiers can be costly and hard to tune. On November 5 Perplexity said every Agent API effort level now costs less per query with equal or better research quality, and added an ultra level for broad, long-running coverage.
Architecture Highlights & Internals
Effort levels are named presets (model, step/tool budgets, search behavior). Calling by name (e.g. effort="medium") picks up the revised config automatically. Officially, ultra runs three parallel research agents then a fourth consolidator; background mode is supported and it runs on anthropic/claude-opus-5-5. Related changes include budget notices, context compaction and fetch_url extraction to cut unused context.
Authoritative Benchmarks & Measured Scores
Vendor-reported (via official blog / Unite.AI summary; not AICoder re-runs): medium rose from about 55% to about 77% on BrowseComp and DSQA with nearly 90% lower cost; xhigh held about 76.5% on WANDR at roughly 25% of its August 2026 cost; new ultra scored about 85.9% on WANDR at about $21.71 per task, highest among configs they compared. Changelog lists [email protected].
Developer Hands-on Guide
Set Agent API effort to fast|low|medium|high|xhigh|ultra; pin a version (e.g. [email protected]) for reproducibility. Prefer background for long runs. See Effort docs and Changelog. Note: WANDR/BrowseComp figures are vendor-reported; ultra has no full frozen schema—call by name or pin.
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