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Sonar Reasoning Pro

perplexity·perplexity/sonar-reasoning-pro·GA·Closed·sonar-reasoning series
Web-grounded Sonar for multi-step research questions that need cited reasoning

Sonar Reasoning Pro by perplexity is offered by 7 providers on this page. Public prices are shown for 6 of them. Its official list price is $2.00 per 1M input tokens and $8.00 per 1M output tokens.

Artificial Analysis rates it 11.8 on the Intelligence Index. Against its lowest blended price of $3.50 per 1M, that is roughly 3 index points per dollar, which is the value ratio the leaderboards rank on.

The context window is 128,000 tokens at the reference host, but hosts report different limits, from 127,000 to 128,000, so the usable window depends on the provider you pick. It supports reasoning. Accepted input modalities are Text and Image. Providers report the capability flags inconsistently, so verify a specific feature against the host you plan to use. Its training knowledge cuts off at 2025-09-01.

Specs & pricing

Input / output per 1M tokens
Official price·Perplexity
$2.00 / $8.00
Blended $3.50 · Cache read —
Lowest paid·OpenRouterGateway
$2.00 / $8.00
Blended $3.50 · 1× spread
Context
128,000
Output limit
4,096
Knowledge cutoff
2025-09-01
Released / updated
2024-01-01 / 2025-09-01
Capabilities
✓ ReasoningTool useStructured output✓ Temperature✓ Attachments
⚠ Providers report capability flags inconsistently
Modalities
TextImage

Quality & performanceArtificial Analysis · Intelligence Index v4.3

Intelligence11.8
Value3
Coding—
Agentic—
Output speed—
TTFT—
Value formulaIQ 11.8 ÷ min blended $3.500 = 3

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

Available at 7 providers6 with public prices

ProviderTierInputOutputCache readCache writeContextOutput limitStatus
OpenRouterGateway$2.00$8.00——128,000115,200
PerplexityOfficialFirst-party$2.00$8.00——128,0004,096
OpperGateway$2.00$8.00——128,0004,096
Eden AIGateway$2.00$8.00——128,0004,096
Kilo GatewayGateway$2.00$8.00——128,000115,200
HeliconeGateway$2.00$8.00——127,000 ⚠4,096
AnyAPIGateway————128,0004,096hostTable.undisclosed

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

Toggle (on / off)effort = minimaleffort = loweffort = mediumeffort = higheffort = none

Interleaved thinking (reasoning between tool calls) is declared by 1 of 7 providers.

2 / 7 providers expose no reasoning control (reasoning_options: []).

Your usage cost

1OpenRouter$800.00
2Perplexity · Official$800.00
3Opper$800.00
4Eden AI$800.00
5Kilo Gateway$800.00
6Helicone$800.00
Switch to OpenRouter to save $0/mo (0%). The gap is small, so staying on the official channel is fine.
Note: this is a gateway; verify availability and rate limits yourself.

Price historyone sample accumulated per data sync

Input listOutput listMin blended
$8.00$02026-08-052026-08-132026-08-05 · Input list $2.002026-08-06 · Input list $2.002026-08-07 · Input list $2.002026-08-08 · Input list $2.002026-08-09 · Input list $2.002026-08-10 · Input list $2.002026-08-11 · Input list $2.002026-08-12 · Input list $2.002026-08-13 · Input list $2.002026-08-05 · Output list $8.002026-08-06 · Output list $8.002026-08-07 · Output list $8.002026-08-08 · Output list $8.002026-08-09 · Output list $8.002026-08-10 · Output list $8.002026-08-11 · Output list $8.002026-08-12 · Output list $8.002026-08-13 · Output list $8.002026-08-05 · Min blended $3.502026-08-06 · Min blended $3.502026-08-07 · Min blended $3.502026-08-08 · Min blended $3.502026-08-09 · Min blended $3.502026-08-10 · Min blended $3.502026-08-11 · Min blended $3.502026-08-12 · Min blended $3.502026-08-13 · Min blended $3.50

Artificial Analysis evaluations2 items

AIME79.0%
MATH-50095.7%

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

Perplexity Sonar Reasoningsame series$1.00 / $5.00GLM-5.3-Flashcheaper alternative$0.15 / $0.50DeepSeek V4.1 Flashcheaper alternative$0.15 / $0.60DeepSeek V4 Flash 0731cheaper alternative$0.45 / $1.34Qwen3.8 27Bcheaper alternative$0.80 / $4.00
Data partly from models.dev (MIT) · Perplexity official docs ↗