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ModelCap

GPT-4o (2024-08-06)

Current board #160Arena #228API only

OpenAI·openai/gpt-4o-2024-08-06

GPT-4o (2024-08-06) is ModelCap current-board rank #160 with Index 33.5 (Measured), from the ModelCap Index as of 22 Sept 2026, 02:49 UTC.

GPT-4o (2024-08-06) listed OpenRouter input price is $2.50 per 1M tokens and listed output price is $10.00 per 1M tokens, from OpenRouter listed prices as of 22 Sept 2026, 02:49 UTC.

GPT-4o (2024-08-06) has a published context limit of 128K tokens in the ModelCap catalogue as of 22 Sept 2026, 02:49 UTC.

GPT-4o (2024-08-06) has 2 published OpenRouter serving endpoints, from OpenRouter as of 22 Sept 2026, 02:49 UTC.

GPT-4o (2024-08-06) weight access is api only, from ModelCap classification of published repository metadata as of 22 Sept 2026, 02:49 UTC.

Snapshot facts · download the public dataset · methodology

ModelCap Index · Current board
33.5#160
Measured · 63% support · score interval 28.6–38.4
Evidence as of 13 Sept 2026, 00:00 UTC
Market Gravity
37.1Increased by 0.1
Secondary market signal
Input
$2.50
per 1M tokens
Output
$10.00
per 1M tokens
Context
128K
tokens
Providers
2
endpoints
Gateway spend
latest · Vercel share

Providers

Uptime measured over the last 30 minutes
ProviderInputOutputContextQuantUptime
AzureCheapest$2.50$10.00128K100.0%
OpenAI$2.50$10.00128K100.0%

Other versions (3)

ModelCap Index · Current board

Methodology
33.5
Measured · 2 public benchmark observations across 2 boards
Current board
#160
Public rank basis
Measured (measured)
Index support
63.2% · strong
Index interval
28.6–38.4
Rank posterior
Not available
Top 5 / Top 10 probability
Not available / Not available
Posterior as of
Snapshot timestamp unavailable
Evidence as of
13 Sept 2026, 00:00 UTC
Identity binding
Exact catalogue product · openai/openai/gpt-4o-2024-08-06 · aggregates disclosed benchmark configurations · endpoint configuration not claimed
Index observations used
2
Qualified Index evidence point
33.5
Bayesian Evidence Score · measured evidence input only

BES normalizes admitted public benchmark evidence for measured Index rows. Its legacy score and observables prior do not define the public language rank.

Observed capability
33.5
Evidence status
confirmed · 77% mass
General preference
34.5
Coding
26.2
Agents & tools
Reasoning
Evidence breadth
92%
Evidence coverage
63%
Market and catalogue signals · secondary, never the language Index rank
Usage (OpenRouter popularity)
8.3
Liquidity (providers × uptime)
98.9
Open reach (HF downloads)
Surface (context / tools / modalities)
60.0
Freshness
5.2
  • · OpenRouter popularity #199
  • · 2 live providers
  • · Catalogue: context 128000, tools, modalities Text/Image/File
  • · First seen 2024-08-06

These adoption and deployment observations remain context only. They do not change this model's ModelCap Index score or rank.

BES evidence selected · measured input only

The bounded 0–100 capability score blends each source’s competitive placement with its published achievement, then combines capability families. Evidence breadth adds a modest uncertainty adjustment; price and popularity are not part of benchmark-led rank.

Deployment readiness

Metadata index
43.7
limited · 56% metadata coverage
Not capability
Artifact reproducibility
0.0
Access & legal clarity
30.3
Deployability
90.0
Evaluation provenance
53.3

Missing: artifactReproducibility.revision-sha, artifactReproducibility.architecture-and-model-type, artifactReproducibility.parameter-count, artifactReproducibility.serialized-weight-format, artifactReproducibility.base-lineage, accessLegalClarity.declared-license, accessLegalClarity.resolvable-license-terms, evaluationProvenance.evaluation-dataset-revisions.

A metadata completeness and deployability index—not a safety certification, quality grade, or production-readiness claim.

Market activity

Venue coverage
Market Gravity
37.1
OpenRouter weekly popularity
#199 of 322

Market Gravity uses OpenRouter’s full-catalogue popularity order. Sparse Vercel top-ten observations appear only when published and do not affect the score.

Arena preference

Status
Ranked
Source
LMArena
Official rank
#228 of 402
Rating
1335.4
95% confidence interval
1331–1340
Votes
45K
Source published at
13 Sept 2026, 00:00 UTC
Category
overall
Identity match confidence
100%

Market Gravity breakdown

Usage55%
8.3

OpenRouter weekly popularity across the full model catalogue.

Liquidity25%
98.9

Independent providers versus the model's open or closed cohort, weighted by uptime.

Open reach15%
50.0

Hugging Face 30-day downloads for open models; neutral for closed models.

Freshness5%
5.2

Time since first public availability, on a six-month half-life.

Specification

Context window
128K tokens
Max output
16K tokens
Inputs
Text, Image, File
Outputs
Text
Tokenizer
GPT
Cached input tokens
$1.25 / 1M
First seen on OpenRouter
6 Aug 2024
Knowledge cutoff
2023-10-31

Capabilities

  • Not supported: Reasoning
  • Supported: Tool use
  • Supported: Structured output
  • Supported: Response format
  • Supported: Moderated

Compare GPT-4o (2024-08-06) with

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Benchmark leaderboards featuring GPT-4o (2024-08-06)

All leaderboards
Public benchmark boards on which GPT-4o (2024-08-06) has a published result
LeaderboardScoreSource rankConfigurationPublished
Arena coding leaderboardArena (LMArena)13601352–1368#245 of 397Default13 Sept 2026
τ²-Bench Telecom (Artificial Analysis run)Artificial Analysis28.9%#280 of 436tau2:telecom:dual-control:pass-at-1:3-repeats:source-model="GPT-4o (Aug '24)":reasoning=false13 Sept 2026
Humanity's Last Exam (Artificial Analysis run)Artificial Analysis2.3%#612 of 615hle:may-2025:text-only-2158:no-tools:pass-at-1:source-model="GPT-4o (Aug '24)":reasoning=false13 Sept 2026

Alternatives to GPT-4o (2024-08-06), by the numbers

Ranked neighbours

Models within 3 places of #160 on the ModelCap Index.

Cheaper at a similar or higher Index

Index score within 3 points of, or above, this model's, with a lower listed blended price (3:1 input:output).

Other ranked OpenAI models

The same publisher's other current models with a public Index position.

GPT-4o (2024-08-06): common questions

How does GPT-4o (2024-08-06) rank among AI models?

GPT-4o (2024-08-06) holds ModelCap Index position #160 of 248 ranked language models as of 22 September 2026, with an Index score of 33.5 (interval 28.6–38.4); evidence: measured. The Index combines public benchmark boards with published uncertainty; the methodology page explains the weighting.

How much does GPT-4o (2024-08-06) cost per 1M tokens?

GPT-4o (2024-08-06) is listed at $2.50 per 1M input tokens and $10.00 per 1M output tokens as of 22 September 2026 across 2 providers. Prices come from the OpenRouter catalogue and re-observe on every refresh. For 1,000 requests using 2,000 input and 500 output tokens each, the listed rates imply $10.00 total (2M input + 0.5M output). This excludes caching, batch discounts, prompt-length tiers, tool charges and retries; verify the chosen endpoint's rate and limits before budgeting.

What is the context window of GPT-4o (2024-08-06)?

GPT-4o (2024-08-06) has a published context window of 128K tokens (128,000) and a maximum output of 16K tokens. Individual providers can serve less than the published maximum; the providers table lists each endpoint's own limit.

Is GPT-4o (2024-08-06) open-weight?

API only. No downloadable model weights are linked in the current source data; access is through a hosted API or product.

Which API providers serve GPT-4o (2024-08-06)?

2 providers serve GPT-4o (2024-08-06) through OpenRouter as of 22 September 2026: Azure and OpenAI. Each provider's price, context limit, quantization and measured uptime are in the providers table above.

Which benchmarks has GPT-4o (2024-08-06) been evaluated on?

GPT-4o (2024-08-06) has published results on 3 public boards tracked by ModelCap as of 22 September 2026: Arena coding 1360 (#245 of 397), AA τ²-Bench Telecom 28.9% (#280 of 436) and AA Humanity's Last Exam 2.3% (#612 of 615). Each board page ranks every tracked model on that benchmark; the ModelCap Index combines them with published uncertainty.

How does GPT-4o (2024-08-06) compare with Gemma SEA Guard 12B 2602?

GPT-4o (2024-08-06) ranks #160 (Index 33.5) and Gemma SEA Guard 12B 2602 ranks #161 (Index 32.6) on the ModelCap Index as of 22 September 2026. The head-to-head page lines up their benchmarks, listed prices, context windows and provider counts side by side.

When was GPT-4o (2024-08-06) released?

GPT-4o (2024-08-06) first appeared in the catalogue on 6 Aug 2024, with a published knowledge cutoff of 2023-10-31. It is the current version in its family. Rank and price movements since then are recorded on the site's changes feed.