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Perplexity Sonar Reasoning

perplexity·perplexity/sonar-reasoning·GA·Closed·sonar-reasoning series
Web-grounded reasoning model for multi-step research and cited answers

Perplexity Sonar Reasoning is currently listed from a single provider. Its reference price is $1.00 per 1M input tokens and $5.00 per 1M output tokens.

Artificial Analysis rates it 8.7 on the Intelligence Index. Against its lowest blended price of $2.00 per 1M, that is roughly 4 index points per dollar, which is the value ratio the leaderboards rank on.

The context window is 127,000 tokens, with an output limit of 4,096 tokens. It supports reasoning. Its training knowledge cuts off at 2025-01.

Specs & pricing

Input / output per 1M tokens
Reference price·Helicone
$1.00 / $5.00
Blended $2.00 · Cache read —
Lowest paid·HeliconeGateway
$1.00 / $5.00
Blended $2.00
Context
127,000
Output limit
4,096
Knowledge cutoff
2025-01
Released / updated
2025-01-27 / 2025-01-27
Capabilities
✓ ReasoningTool use? Structured output✓ TemperatureAttachments
Modalities
Text

Quality & performanceArtificial Analysis · Intelligence Index v4.3

Intelligence8.7
Value4
Coding—
Agentic—
Output speed—
TTFT—
Value formulaIQ 8.7 ÷ min blended $2.000 = 4

Quality is independently evaluated by Artificial Analysis. Speed/latency are model-level medians.

Available at 1 providers1 with public prices

ProviderTierInputOutputCache readCache writeContextOutput limitStatus
HeliconeGateway$1.00$5.00——127,0004,096

Sorted by blended price (input×0.75 + output×0.25) asc. The official channel always shows regardless of rank. Whether a gateway's low price is actually usable can't be verified.

Reasoning control

Upstream provides no control info

1 / 1 providers expose no reasoning control (reasoning_options: []).

Your usage cost

1Helicone$450.00
The cheapest paid channel is the only channel.

Price historyone sample accumulated per data sync

Input listOutput listMin blended
$5.00$02026-08-052026-08-132026-08-05 · Input list $1.002026-08-06 · Input list $1.002026-08-07 · Input list $1.002026-08-08 · Input list $1.002026-08-09 · Input list $1.002026-08-10 · Input list $1.002026-08-11 · Input list $1.002026-08-12 · Input list $1.002026-08-13 · Input list $1.002026-08-05 · Output list $5.002026-08-06 · Output list $5.002026-08-07 · Output list $5.002026-08-08 · Output list $5.002026-08-09 · Output list $5.002026-08-10 · Output list $5.002026-08-11 · Output list $5.002026-08-12 · Output list $5.002026-08-13 · Output list $5.002026-08-05 · Min blended $2.002026-08-06 · Min blended $2.002026-08-07 · Min blended $2.002026-08-08 · Min blended $2.002026-08-09 · Min blended $2.002026-08-10 · Min blended $2.002026-08-11 · Min blended $2.002026-08-12 · Min blended $2.002026-08-13 · Min blended $2.00

Artificial Analysis evaluations3 items

GPQA Diamond62.3%
AIME77.0%
MATH-50092.1%

Individual evaluations run by Artificial Analysis, on the same reasoning tier as the intelligence score above. Each benchmark has its own task set and harness, so rows are not comparable with one another. The Intelligence Index above draws on a different, newer set of evaluations.

Related models

Sonar Reasoning Prosame series$2.00 / $8.00GLM-5.3-Flashcheaper alternative$0.15 / $0.50DeepSeek V4.1 Flashcheaper alternative$0.15 / $0.60DeepSeek V4 Flash 0731cheaper alternative$0.45 / $1.34GPT-5.6 Lunacheaper alternative$0.20 / $1.20
Data partly from models.dev (MIT) · Helicone official docs ↗