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Compare / head-to-head

GPT-5.4vsSonar Deep Research

GPT-5.4 and Sonar Deep Research do not yet share a public benchmark, so quality cannot be compared apples-to-apples. Sonar Deep Research is 1.8x cheaper per token. GPT-5.4 has the larger context window (1.1M tokens).

Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.

Shared benchmarks
0
no overlap yet
Cheaper per token
Sonar Deep Research
1.8x cheaper, input + output
Larger context
GPT-5.4
1.1M tokens
Provider uptime (30d)
95.2802% · 100%
OpenAI · Perplexity
GPT-5.4
OpenAI · released 2026-03-05
textvision
Context
1.1M
Max out
128K
Input /1M
$2.5
Output /1M
$15
Cached /1M
$0.25
Scores
21 · 11 core
Sonar Deep Research
Perplexity · released 2025-02-14
text
Context
128K
Max out
Input /1M
$2
Output /1M
$8
Cached /1M
Scores
6 · 0 core
Quality

Benchmark matrix

BenchmarkGPT-5.4Sonar Deep ResearchΔEdge
Reported by both · 0
No public benchmark is reported for both models yet.
Only GPT-5.4 reports · 20
GPQA Diamond92.8% not reported
AIME 202699.2% matharenanot reported
Humanity's Last Exam (no tools)39.8% not reported
LMArena Elo1452.6 not reported
BrowseComp82.7% not reported
FrontierMath Tier 4 v2 (Epoch AI run)49% epochnot reported
FrontierMath Tiers 1-3 v2 (Epoch AI run)78.6% epochnot reported
GDPval (wins or ties)83% not reported
Humanity's Last Exam (with tools)52.1% not reported
MCP Atlas67.2% not reported
MMMU-Pro (no tools)81.2% not reported
MMMU-Pro (with tools)82.1% not reported
OSWorld-Verified75% not reported
OTIS Mock AIME 2024-2025 (Epoch AI run)97.8% epochnot reported
SimpleQA Verified45.1% epochnot reported
SWE-Bench Pro57.7% not reported
SWE-bench Verified (Epoch AI run)76.9% epochnot reported
Tau2-bench Telecom98.9% not reported
Terminal-Bench 2.075.1% not reported
Toolathlon54.6% not reported
Only Sonar Deep Research reports · 6
DRACO Breadth & Depth (Opus 4.6 base)not reported73.1%
DRACO Citation Quality (Opus 4.6 base)not reported64.6%
DRACO Factual Accuracy (Opus 4.6 base)not reported67.9%
DRACO Normalized Score (Opus 4.6 base)not reported70.5%
DRACO Pass Rate (Opus 4.6 base)not reported72.8%
DRACO Presentation Quality (Opus 4.6 base)not reported90.3%
Scores tagged "epoch" or "matharena" are independent runs, used only where the lab has not published its own; ⚠ marks rows MathArena flags as released after the competition. Higher is better on every row. Δ is GPT-5.4 minus Sonar Deep Research in the benchmark's own unit. "Not reported" means the lab has not published that figure; it is not a zero. ↗ opens the source.
Specs & pricing

Side by side

SpecGPT-5.4Sonar Deep ResearchEdge
Context window1.1M tokens128K tokensGPT-5.4
Max output128K tokens
Input price / 1M$2.5 $2 Sonar Deep Research
Output price / 1M$15 $8 Sonar Deep Research
Cached input / 1M$0.25
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$17.5$10Sonar Deep Research
Modalitiestext · visiontextGPT-5.4
Released2026-03-052025-02-14
Cited benchmark scores216
Reliability

Provider status

All providers
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Which one wins on your data?

Public benchmarks are a starting point. Run GPT-5.4 and Sonar Deep Research on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.