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Claude Sonnet 5.5vs.GPT-6.1 Terra

Which one is better?

Claude Sonnet 5.5 is clearly ahead in the overall index, but costs twice as much per token.

IntelligenceOverall index, 0 to 100 · higher is better
93

Claude Sonnet 5.5

Rank 2 to 6

67

GPT-6.1 Terra

Rank 12 to 27

SpeedTokens per second · higher is better
138

Claude Sonnet 5.5

fairly fast

91

GPT-6.1 Terra

fairly slow

PriceDollars per 1M tokens · lower is better
$4

Claude Sonnet 5.5

fairly expensive

$2

GPT-6.1 Terra

fairly expensive

Claude Sonnet 5.5

Subscription

Free to use at Anthropic (Claude Free), more from €21.42 a month (Claude Pro). Through other providers from ≈ €6.36 a month (ElevenLabs Starter, with limited credits). 64 plans in Germany.

Via API

$2 input, $10 output per 1M tokens, unchanged since Sep 29, 2026.

GPT-6.1 Terra

Subscription

Subscriptions in Germany: n/a

Via API

$1 input, $5 output per 1M tokens.

Overall index with data through Oct 29, 2026 · Prices from Oct 29, 2026 · Speed: measured by Artificial Analysis · Subscriptions as of Oct 24, 2026 · Subscription prices incl. VAT

Where is the difference?

Values from 0 to 100 per task area. We only name a winner when the gap is large enough and there are enough tests.

Sonnet 5.5 ahead: 5GPT-6.1 Terra ahead: 0level: 1too little data: 4of 10 areas

Sonnet 5.5GPT-6.1 Terra0 to 100, higher is better
Areas in the overall index
CodingSonnet 5.5 aheadSonnet 5.5: 95GPT-6.1 Terra: 84
ReasoninglevelSonnet 5.5: 90GPT-6.1 Terra: 88
Mathematicsonly Sonnet 5.5 has a scoreSonnet 5.5: 99GPT-6.1 Terra: not enough data
KnowledgeSonnet 5.5 aheadSonnet 5.5: 92GPT-6.1 Terra: 80
AgentsSonnet 5.5 aheadSonnet 5.5: 91GPT-6.1 Terra: 57
Generalonly Sonnet 5.5 has a scoreSonnet 5.5: 94GPT-6.1 Terra: not enough data
Multimodaltoo little dataSonnet 5.5: 75GPT-6.1 Terra: 70
Specialist fields
FinanceSonnet 5.5 aheadSonnet 5.5: 90GPT-6.1 Terra: 45
LegalSonnet 5.5 aheadSonnet 5.5: 83GPT-6.1 Terra: 8
Healthonly Sonnet 5.5 has a scoreSonnet 5.5: 93GPT-6.1 Terra: not enough data
Show 3 more areas that do not count toward the overall index
Sonnet 5.5GPT-6.1 Terra0 to 100, higher is better
Cybersecurityonly Sonnet 5.5 has a scoreSonnet 5.5: 84GPT-6.1 Terra: not enough data
Productivityonly Sonnet 5.5 has a scoreSonnet 5.5: 86GPT-6.1 Terra: not enough data
Educationonly Sonnet 5.5 has a scoreSonnet 5.5: 84GPT-6.1 Terra: not enough data

See for yourself: same task, one attempt

The same prompt for both models. We show the latest attempt without fixes; it does not count toward the overall index.

Pelican on a bicycle

A community classic for free-form SVG drawing.

Claude Sonnet 5.5

Claude Sonnet 5.5: Pelican on a bicycle
A community classic for free-form SVG drawing.

Reasoning (requested): high

Current attempt
Run date
Oct 1, 2026
API provider
openrouter
Requested API model
anthropic/claude-sonnet-5.5
API model reported in response
anthropic/claude-sonnet-5.5
Reasoning setting
high
Pinned endpoint
Anthropic | anthropic/claude-sonnet-5.5-20260928
Temperature
Provider default
Token limit including reasoning
8,192 tokens
Test protocol
community-visual-tests-v1
Technical checks
Passed, not a quality rating
Response time
28.2 s

Visually reviewed. This individual test does not establish overall model quality.

GPT-6.1 Terra

Not tested yet

Prompt and test conditions

Generate an SVG of a pelican riding a bicycle

Token limit including reasoning: 8,192 tokens

Task origin (Simon Willison)
SVG short test

There is no shared test round for this selection. Results from different rounds are not mixed.

All data side by side

The better value is bold. For the overall index only when the gap is clear.

MetricClaude Sonnet 5.5GPT-6.1 Terra
Intelligence
Overall index0 to 100, higher is better9367
RankRank 2 to 6 of 95Rank 12 to 27 of 95
Price per 1M tokens
Inputwhat you send$2$1above 272,000 tokens: $2
Outputwhat the model writes$10$5above 272,000 tokens: $7.50
Speed
Tokens per second13891
Technical
Context windowhow much text the model reads at once1 M tokens≈ 1,500 A4 pages1.05 M tokens≈ 1,580 A4 pages
Knowledge cutoffJune 2026Jun 1, 2026
ReleasedSep 28, 2026Oct 26, 2026
AvailabilityActiveActive
Open weightsnono
  • GPT-6.1 Terra, 12-hour cache write: The table's cache-write rate covers 30-minute retention. With 12-hour retention it is $2.50 per 1M tokens through 272,000 input tokens, $5 above. Source
  • GPT-6.1 Terra, Long-context billing: Above 272,000 input tokens, the higher rates apply to the entire request. Input and cache rates double, while output costs 1.5 times the standard rate. Source
  • GPT-6.1 Terra, Batch and Flex pricing: 50% off standard pricing Source
  • GPT-6.1 Terra, Fast pricing: Fast mode costs twice the standard price Source
  • GPT-6.1 Terra, Regional processing: 10% surcharge over standard processing Source

Prices without caching or batch discounts · Page count as a rule of thumb from Artificial Analysis

Shared benchmarks

Single results from the same benchmark version, task and metric. A value is bold only with the same test setup and a clear gap.

A: Claude Sonnet 5.5B: GPT-6.1 Terra

EMB v1.1Overall · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 75.9%GPT-6.1 Terra: 73.3%Vals AIAs of 10/26/2026
Finance Agent v2.1Overall · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 67.3%GPT-6.1 Terra: 56%Vals AIAs of 10/26/2026
HLAB-Vals-1.1Overall · Task fully resolved · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 10.4%GPT-6.1 Terra: 1.7%Vals AIAs of 10/26/2026
Legal Research BenchOverall · All-pass · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 48.1%GPT-6.1 Terra: 26%Vals AIAs of 10/26/2026
Tax Agent BenchOverall · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 42%GPT-6.1 Terra: 15.2%Vals AIAs of 10/26/2026
Terminal-Bench 4.0Overall · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 64.1%GPT-6.1 Terra: 49.5%Vals AIAs of 10/26/2026
Vals Finance IndexOverall · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 64.5%GPT-6.1 Terra: 52.9%Vals AIAs of 10/26/2026
Vals IndexOverall · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 70.9%GPT-6.1 Terra: 60.5%Vals AIAs of 10/27/2026
Vals Legal IndexOverall · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 68%GPT-6.1 Terra: 58.6%Vals AIAs of 10/26/2026
Vibe Code Bench v1.1Overall · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 92.4%GPT-6.1 Terra: 84%Vals AIAs of 10/26/2026
Show 54 more benchmarks
EMB v1.1Comps · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 79.4%GPT-6.1 Terra: 75.6%Vals AIAs of 10/26/2026
Finance Agent v2.1Adjustments · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 66.2%GPT-6.1 Terra: 50.6%Vals AIAs of 10/26/2026
HLAB-Vals-1.1Antitrust Competition · Criteria passed · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 90.2%GPT-6.1 Terra: 83%Vals AIAs of 10/26/2026
Legal Research BenchAdministrative / Regulatory · All-pass · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 69.7%GPT-6.1 Terra: 45.5%Vals AIAs of 10/26/2026
Tax Agent BenchControversy & Precedence Analysis · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 16.7%GPT-6.1 Terra: 5.9%Vals AIAs of 10/26/2026
Terminal-Bench 4.0Hardware · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 53.3%GPT-6.1 Terra: 26.7%Vals AIAs of 10/26/2026
Vals Finance IndexEMB v1.1 · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 75.9%GPT-6.1 Terra: 73.3%Vals AIAs of 10/26/2026
Vals IndexCode Migration v1.1 · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 87.4%GPT-6.1 Terra: 72.2%Vals AIAs of 10/27/2026
Vals Legal IndexBusiness & Commercial · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 62.7%GPT-6.1 Terra: 51.6%Vals AIAs of 10/26/2026
EMB v1.1Dataroom · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 87.7%GPT-6.1 Terra: 86.3%Vals AIAs of 10/26/2026
Finance Agent v2.1All-Pass · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 54.4%GPT-6.1 Terra: 42.6%Vals AIAs of 10/26/2026
HLAB-Vals-1.1Antitrust Competition · Task fully resolved · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 10%GPT-6.1 Terra: 0%Vals AIAs of 10/26/2026
Legal Research BenchAdministrative / Regulatory · Weighted partial credit · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 91.3%GPT-6.1 Terra: 84.8%Vals AIAs of 10/26/2026
Tax Agent BenchControversy & Precedence Analysis · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 65.2%GPT-6.1 Terra: 42.5%Vals AIAs of 10/26/2026
Terminal-Bench 4.0Media · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 75%GPT-6.1 Terra: 58.3%Vals AIAs of 10/26/2026
Vals Finance IndexFinance Agent v2.1 · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 67.3%GPT-6.1 Terra: 56%Vals AIAs of 10/26/2026
Vals IndexEMB v1.1 · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 75.9%GPT-6.1 Terra: 73.3%Vals AIAs of 10/27/2026
Vals Legal IndexCivil Negligence · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 66%GPT-6.1 Terra: 50.5%Vals AIAs of 10/26/2026
EMB v1.1DCF · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 73%GPT-6.1 Terra: 64.3%Vals AIAs of 10/26/2026
Finance Agent v2.1Comparables · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 57.9%GPT-6.1 Terra: 50.4%Vals AIAs of 10/26/2026
HLAB-Vals-1.1Arbitration International Dispute Resolution · Criteria passed · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 92.8%GPT-6.1 Terra: 88.4%Vals AIAs of 10/26/2026
Legal Research BenchBusiness & Commercial · All-pass · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 39.5%GPT-6.1 Terra: 16.3%Vals AIAs of 10/26/2026
Tax Agent BenchCurrent & Temporal Analysis · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 49.9%GPT-6.1 Terra: 22.1%Vals AIAs of 10/26/2026
Terminal-Bench 4.0ML · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 81.8%GPT-6.1 Terra: 42.4%Vals AIAs of 10/26/2026
Vals Finance IndexTax Agent Bench · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 42%GPT-6.1 Terra: 15.2%Vals AIAs of 10/26/2026
Vals IndexFinance Agent v2.1 · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 67.3%GPT-6.1 Terra: 56%Vals AIAs of 10/27/2026
Vals Legal IndexCriminal · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 63.9%GPT-6.1 Terra: 51.3%Vals AIAs of 10/26/2026
EMB v1.1LBO · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 68.7%GPT-6.1 Terra: 64.1%Vals AIAs of 10/26/2026
Finance Agent v2.1Disclosure Analysis · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 78.8%GPT-6.1 Terra: 64.2%Vals AIAs of 10/26/2026
HLAB-Vals-1.1Arbitration International Dispute Resolution · Task fully resolved · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 0%GPT-6.1 Terra: 0%Vals AIAs of 10/26/2026
Legal Research BenchBusiness & Commercial · Weighted partial credit · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 77.8%GPT-6.1 Terra: 75.9%Vals AIAs of 10/26/2026
Tax Agent BenchCurrent & Temporal Analysis · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 77.2%GPT-6.1 Terra: 53.1%Vals AIAs of 10/26/2026
Terminal-Bench 4.0Operations · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 51.9%GPT-6.1 Terra: 40.7%Vals AIAs of 10/26/2026
Vals IndexHLAB-Vals-1.1 · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 10.4%GPT-6.1 Terra: 1.7%Vals AIAs of 10/27/2026
Vals Legal IndexFamily · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 18.2%GPT-6.1 Terra: 4.5%Vals AIAs of 10/26/2026
EMB v1.1M&A · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 82.3%GPT-6.1 Terra: 80.7%Vals AIAs of 10/26/2026
Finance Agent v2.1Earnings Analysis · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 86.5%GPT-6.1 Terra: 83%Vals AIAs of 10/26/2026
HLAB-Vals-1.1Banking Finance · Criteria passed · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 93.1%GPT-6.1 Terra: 90.1%Vals AIAs of 10/26/2026
Legal Research BenchCivil Litigation · All-pass · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 48.1%GPT-6.1 Terra: 14.8%Vals AIAs of 10/26/2026
Tax Agent BenchFact-Pattern Analysis · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 39.5%GPT-6.1 Terra: 16.1%Vals AIAs of 10/26/2026
Terminal-Bench 4.0Science · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 54.8%GPT-6.1 Terra: 54.8%Vals AIAs of 10/26/2026
Vals IndexLegal Research · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 48.1%GPT-6.1 Terra: 26%Vals AIAs of 10/27/2026
Vals Legal IndexHLAB Criteria Pass · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 85.9%GPT-6.1 Terra: 87.2%Vals AIAs of 10/26/2026
EMB v1.1Misc · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 68.8%GPT-6.1 Terra: 67.5%Vals AIAs of 10/26/2026
Finance Agent v2.1Financial Modeling · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 49%GPT-6.1 Terra: 35.1%Vals AIAs of 10/26/2026
HLAB-Vals-1.1Banking Finance · Task fully resolved · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 0%GPT-6.1 Terra: 0%Vals AIAs of 10/26/2026
Legal Research BenchCivil Litigation · Weighted partial credit · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 81.7%GPT-6.1 Terra: 80.6%Vals AIAs of 10/26/2026
Tax Agent BenchFact-Pattern Analysis · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 73.9%GPT-6.1 Terra: 47.2%Vals AIAs of 10/26/2026
Terminal-Bench 4.0Security · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 93.3%GPT-6.1 Terra: 80%Vals AIAs of 10/26/2026
Vals IndexTax Agent · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 42%GPT-6.1 Terra: 15.2%Vals AIAs of 10/27/2026
Vals Legal IndexLabor & Employment · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 80.2%GPT-6.1 Terra: 82.4%Vals AIAs of 10/26/2026
EMB v1.1Operating · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 71.4%GPT-6.1 Terra: 74.8%Vals AIAs of 10/26/2026
Finance Agent v2.1General Qualitative Analysis · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 71.5%GPT-6.1 Terra: 63.8%Vals AIAs of 10/26/2026
HLAB-Vals-1.1Bankruptcy Restructuring · Criteria passed · higher is betterTest setup not documented as identicalClaude Sonnet 5.5: 75.6%GPT-6.1 Terra: 83.4%Vals AIAs of 10/26/2026

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