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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 11 providers on this page. Public prices are shown for 9 of them. Its official list price is $2.00 per 1M input tokens and $8.00 per 1M output tokens.

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·DevPass (LLM Gateway)Gateway
$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

Available at 11 providers9 with public prices

ProviderTierInputOutputCache readCache writeContextOutput limitStatus
DevPass (LLM Gateway)Gateway$2.00$8.00——128,0004,096
OpperGateway$2.00$8.00——128,0004,096
OpenRouterGateway$2.00$8.00——128,000115,200
PerplexityOfficialFirst-party$2.00$8.00——128,0004,096
Eden AIGateway$2.00$8.00——128,0004,096
HeliconeGateway$2.00$8.00——127,000 ⚠4,096
Kilo GatewayGateway$2.00$8.00——128,000115,200
NanoGPTGateway$2.00$8.00$1.00—128,000115,200
LLM GatewayGateway$2.00$8.00——128,0004,096
Vercel AI GatewayCloud————127,000 ⚠8,000hostTable.undisclosed
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.

Your usage cost

1NanoGPT$680.00
2DevPass (LLM Gateway)$800.00
3Opper$800.00
4OpenRouter$800.00
5Perplexity · Official$800.00
6Eden AI$800.00
Switch to NanoGPT to save $120.00/mo (15%). The gap is small, so staying on the official channel is fine.
Note: this is a gateway; verify availability and rate limits yourself.

Reasoning control

effort = loweffort = mediumeffort = higheffort = minimalToggle (on / off)effort = none

2 / 11 providers expose no reasoning control (reasoning_options: []).

Related models

Perplexity Sonar Reasoningsame series$1.00 / $5.00DeepSeek V4 Flashcheaper alternative$0.14 / $0.28DeepSeek V4 Procheaper alternative$0.435 / $0.87Kimi K2.7 Codecheaper alternative$0.95 / $4.00GLM-5.3-Flashcheaper alternative$0.075 / $0.25

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
Data partly from models.dev (MIT) · Perplexity official docs ↗