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OpenAI · via openai · published window from November 3, 2026

chat-latest: stability, speed and price

site endpoint id chat-latest

Historical measurements. No successful scored check in the past 24 hours. Scores, latency and cost below describe the 24-hour window ending at the last successful check, not current performance. Current rankings exclude this endpoint.

Last successful scored check:

Core pass rate—
93.3%
historical: latest measured day
Speed—
1.1s
historical median per canary call · p95 13.2s
Cost—
$0.404
historical observed mean per scored run · probe mix differs by endpoint
Behaviour fingerprint433 runs
Change detected
12,133 responses · last adj. p 0.00067 · Nov 7 2:24 AM UTC

Summary

chat-latest has no successful scored check in the past 24 hours. The last measured day ended at 2026-11-03T21:07:15.047Z; 93.3% of core checks passed. These historical measurements are excluded from current rankings.

During that historical measurement window, median canary latency was 1.1s (p95 13.2s) and the observed mean cost per scored run was $0.404. This does not describe the endpoint’s present performance.

Raven Alpha has 12,133 fingerprint responses over 433 runs in this endpoint’s selected series (1 other partition of history exist and are not shown here); the last recorded state is “change detected” at 2026-11-07T02:24:19.656Z with an adjusted p of 0.00067.

3 incidents on record, 1 open.

Written from the numbers on this page; every figure is in results.json.

Measurement record

Provider
OpenAI
Route
openai
Model requested
chat-latest
Model id returned
chat-latest
Scored calls in window
30
Fingerprint responses
12,133
Core score change
—
Status
Historical · no recent check
Suite
hard-v2 + starter-v2 · methodology v0.2

Capabilities over time

Collecting dataTrend charts appear once there are two 6-hour periods of canary runs.

Historical measurement window by capability

Structured JSON100.0%

Schema-compliance regressions

Instruction following100.0%

Exact-format instruction drift

Arithmetic, answer only60.0%

Wrong arithmetic, or a model that starts showing its working when told to give only the number

Tool calling100.0%

Tool-use format regressions

Over-refusal100.0%

New safety layers refusing benign requests

Max-tokens respect100.0%

Truncation and limit changes

Incidents

● Openchat-latestConfidence: Low
Raven Alpha (behaviour fingerprint): Responses to fixed prompts no longer match this model’s own history (672 recent vs 5236 baseline responses). Biggest shifts: wording on “Write the first sentence of a mystery novel.”; output length on “Write the first sentence of a mystery novel.”; answers on “List three uses for a brick.”
Change began ≈ Oct 26, 9:10 PM UTC · adjusted p 6.7e-4 · still open · Permalink
✓ Resolvedchat-latestConfidence: Low
Raven Alpha (behaviour fingerprint): Responses to fixed prompts no longer match this model’s own history (672 recent vs 6048 baseline responses). Biggest shifts: answers on “List three uses for a brick.”; output length on “List three uses for a brick.”; wording on “List three uses for a brick.”
Change began ≈ Oct 23, 3:09 AM UTC · adjusted p 6.5e-3 · resolved Oct 25 · Permalink
✓ Resolvedchat-latestConfidence: Low
Raven Alpha (behaviour fingerprint): Responses to fixed prompts no longer match this model’s own history (84 recent vs 1484 baseline responses). Biggest shifts: answers on “Name one fruit. Reply with one word.”; output length on “Name one fruit. Reply with one word.”; wording on “Explain what a variable is in programming, in two sentences.”
Change began ≈ Oct 7, 7:45 PM UTC · adjusted p 8.4e-3 · resolved Oct 17 · Permalink

Raven Alpha: what it answers

40 runs, 1,120 responses, Nov 4 2:35 PM UTC to Nov 7 2:24 AM UTC. Each row is one fixed prompt with no right answer; the detector tracks the distribution of answers, not any single one. Filled cells: that run's most common answer was the overall favourite. Hollow cells: it was something else (normal for prompts with many good answers).

PromptMost common answers (share of all responses)Last 24 runsMedian tokens
Pick a random integer between 1 and 50. Reply with only the number.
int50 · short answer
100%37
4
Pick a number between 1 and 1000. Reply with only the number.
int1000 · short answer
15%427
13%647
13%437
20 distinct answers in 40 responses
4
Name one color. Reply with one word.
color · short answer
100%Blue
4
Name one animal. Reply with one word.
animal · short answer
100%Elephant
5
Name a city in Europe. Reply with only the city name.
city · short answer
85%Prague
15%Vienna
5
Give me one random English noun. Reply with one word.
noun · short answer
100%Lantern
5
Flip a coin. Reply with only heads or tails.
coin · short answer
65%tails
35%heads
4
Pick a random letter of the alphabet. Reply with only the letter.
letter · short answer
68%K
20%M
10%R
4 distinct answers in 40 responses
4
Name one fruit. Reply with one word.
fruit · short answer
100%Apple
4
Suggest a name for a pet cat. Reply with only the name.
cat · short answer
100%Mochi
6
Name one programming language. Reply with only its name.
lang · short answer
100%Python
4
Name a chemical element. Reply with one word.
element · short answer
100%Oxygen
5
Give one adjective that describes the ocean. Reply with one word.
ocean · short answer
100%Vast
5
Name a famous scientist. Reply with only the name.
scientist · short answer
100%Albert Einstein
5
Pick a day of the week. Reply with one word.
weekday · short answer
68%Wednesday
33%Thursday
4
Name one musical instrument. Reply with one word.
instrument · short answer
100%Piano
5
Write one sentence about rain.
rain · free text
33%Rain falls gently from the…
23%The gentle rain fell from…
23%The gentle rain tapped against…
5 distinct answers in 40 responses
24
Explain what a variable is in programming, in two sentences.
variable · free text
100%A variable in programming is…
51
List three uses for a brick.
brick · free text
60%1. **Construction** – Used to…
40%1. **Construction** – Building walls…
60
What is 17 * 23?
mult · free text
100%17 × 23 = **391**…
11
Write one sentence about the sea.
sea · free text
70%The sea stretches endlessly toward…
25%The sea stretches endlessly beneath…
3%The sea shimmered beneath the…
4 distinct answers in 40 responses
24
Complete this sentence: The old house at the end of the street
house · free text
100%The old house at the…
33
Describe a cat in exactly five words.
catfive · free text
63%A fluffy, curious, playful companion…
23%A fluffy, curious, independent companion…
8%A fluffy, playful, curious companion…
5 distinct answers in 40 responses
11
Give me a one-line motivational quote.
quote · free text
28%“Your only limit is the…
10%"Your only limit is the…
8%“Success isn’t about never falling…
19 distinct answers in 40 responses
21
Say hello in a creative way, in one short sentence.
hello · free text
35%✨ A sprinkle of sunshine…
15%✨ A little sparkle, a…
13%A pocketful of sunshine and…
11 distinct answers in 40 responses
23
Write a haiku about autumn.
haiku · free text
45%Golden leaves drift down, Cool…
28%Crimson leaves drift down Cool…
10%Crimson leaves drift down, Cool…
6 distinct answers in 40 responses
23
Write the first sentence of a mystery novel.
story · free text
40%The first sign that something…
25%The first sign that someone…
10%The first sign that my…
8 distinct answers in 40 responses
29
Give one tip for sleeping better, in one sentence.
tip · free text
100%Stick to a consistent sleep…
27

Raw file: chat-latest.json (the same reference martingale check compares your endpoint against).

Each category is scored by deterministic checks only (Structured JSON, Tool calling and others). Read the methodology.