pragma.vision Technology observatory

Verification register AI & Agents

Readiness verdict

GPT-4o (OpenAI)

A dated reading of what is claimed, reported, and independently verified in the current evidence.

As of
2026-07-23
Revision
1
Method
v1.3.0

Current reading

Readiness band and full integer triple

AI-assisted assembly · derived results

Readiness band

Mature

Primary summary from verified readiness

Confidence
64% · fresh
Computed at
2026-07-23T19:13:03.150048+00:00
Claimed
90

Public ambition and stated capability

Reported
85

Observed practitioner reporting

Verified
78

Independently supported evidence

Gap
+12

Claimed leads verified

Evidence strength Growing

Decision

What the current evidence supports

Human editorial judgment · 2026-07-23

Track; not yet

Why
GPT-4o was voluntarily retired by OpenAI (2026-02-13) after collapsing to ~0.1% usage share and being cited as OpenAI's worst model for sycophancy amid self-harm-related lawsuits. It is historically important as the direct architectural predecessor of today's natively multimodal flagships, but the model itself is end-of-life and not a live adoption candidate.
Next
No direct adoption action for GPT-4o itself — it is retired from ChatGPT and being phased out at the API level. Track the architectural pattern it pioneered (single model, all modalities) as already reflected in current flagship choices (Claude Opus 4.x Vision, GPT-5.x, Gemini 3.x) rather than integrating this specific model.

Constraints

Blockers

No named blocker is present in the current public projection.

Evidence summary

Derived counts

AI-assisted assembly

Total
6
Tier 1
0
Tier 2
4
Tier 3
2
Supports
2
Contradicts
2
Context
2
Latest observed
2026-07-23

Counts and dates only. Raw signals, private excerpts, trust records, and internal corpus material are not published here.

Publication record

Revisions

Initial public reading

  1. 2026-07-23 Reading moved from mature to mature.

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