AI Models · Paid vs Paid

Sonar Reasoning Pro Paid vs RERelace Search Paid

Sonar Reasoning Pro vs Relace Search compared — price per token, context window, multimodality, openness and which to choose. Full 2026 breakdown.

Prices & specs refreshed from live data · olud.ai

Open-model prices = cheapest provider via OpenRouter; official maker rates may be higher.

Sonar Reasoning ProPaidPerplexity
$2 /M input
$8 /M outputManaged API (no infra to run)
TypeProprietary
Context window128K tokens
MultimodalYes
Self-hostNo
RERelace SearchPaidRelace
$1 /M input
$3 /M outputManaged API (no infra to run)
TypeProprietary
Context window256K tokens
MultimodalNo
Self-hostNo
Choose Relace Search for the lower output price ($3/M vs $8/M). It also gives you the larger 256K context window.

Sonar Reasoning Pro vs Relace Search specs

SpecSonar Reasoning ProRelace SearchWinner
MakerPerplexityRelace
TypeProprietaryProprietary
Context window128K tokens256K tokensRERelace Search
Input price$2/M$1/MRERelace Search
Output price$8/M$3/MRERelace Search
Vision / multimodalYesNoSonar Reasoning Pro
Tool / function callingNoYesRERelace Search
Self-hostableNo (API only)No (API only)
LicenseProprietaryProprietary

Price gap & when to choose each

2.7×cheaper per output token

Relace Search is ~2.7× cheaper than Sonar Reasoning Pro on output tokens ($3 vs $8 per M tokens).

Choose Sonar Reasoning Pro if…
  • You want frontier performance through a managed API
  • You value reliability & ecosystem
  • You don't want to manage infrastructure
REChoose Relace Search if…
  • You want frontier performance through a managed API
  • You need the longer 256K context window
  • You want the lower output price
  • You value reliability & ecosystem
  • You don't want to manage infrastructure

Feature comparison

CapabilitySonar Reasoning ProRelace Search
Open weights (downloadable)
Self-hostable
Runs fully offline
Vision / multimodal
Tool / function calling
1M+ context window

Benchmarks: Sonar Reasoning Pro vs Relace Search

Independent benchmark scores measured by Artificial Analysis. Higher is better (except latency).

Sonar Reasoning Pro
Relace Search
Intelligence index
11.8
MATH-500
95.7%
AIME
79%
Speed
0 tok/s
Latency
0s

Benchmark data by Artificial Analysis.

How Sonar Reasoning Pro and Relace Search score

🤝 Neck and neck on these criteria (2.6 vs 2.8 / 5).
CriterionSonar Reasoning ProRelace Search
Cost-efficiency3.54.0
Context window3.54.0
Openness1.51.5
Self-hosting1.01.0
Multimodality3.53.5

Scores come from live data — output price (cost), context length, open vs closed weights (openness & self-hosting) and vision/tool support (multimodality). Raw task quality isn't scored here; it depends on your benchmark — see the verdict.

What each model is

Sonar Reasoning Pro Paid

Perplexity · Proprietary

Note: Sonar Pro pricing includes Perplexity search pricing. See [details here](https://docs.perplexity.ai/guides/pricing#detailed-pricing-breakdown-for-sonar-reasoning-pro-and-sonar-pro) Sonar Reasoning Pro is a premier reasoning model powe

Relace Search Paid

Relace · Proprietary

The relace-search model uses 4-12 `view_file` and `grep` tools in parallel to explore a codebase and return relevant files to the user request. In contrast to RAG, relace-search performs agentic...

Frequently asked questions

Sonar Reasoning Pro vs Relace Search — which is cheaper?

Relace Search is cheaper on output ($3/M vs $8/M).

Which has the larger context window?

Relace Search offers the larger context window (256K tokens).

Sonar Reasoning Pro vs Relace Search — which should I pick in 2026?

Choose Relace Search for the lower output price ($3/M vs $8/M). It also gives you the larger 256K context window.

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