Delivers the requested cold, guarded, unsmiling expression with the exact vibe the prompt asked for.
What was measured
Expression accuracy
Whether the emotional tone and facial expression match what was explicitly prompted.
decisive for this rankingtransformation
If the character’s intended emotion or facial expression does not match the prompt, the generated character is not being controlled reliably across scenes. (3 of 3 judges)
What was given, what came back
Test input: Three-quarter face portrait · image
Input — what we sent
Input not captured
This run recorded no prompt or input file for the test, so we cannot show you what produced the result below. Capture gaps are tracked, not hidden.
Three-quarter face reference image with medium-dark skin, tight curly hair in an updo, bindi, and a floral dress. The partial angle and softer lighting make it a harder reference than the frontal portrait and are meant to stress identity consistency.
Why this input is hard
- · Identity preservation with partial face angle
- · Hair texture and updo retention
- · Skin tone fidelity
- · Reference-image difficulty under softer lighting
Output — unretouched

Also checked on this input — same tool, 5 other criteria
Accessory & detail retention✓ WorkedRetains the bindi and strong brows in the frontal output, while only slightly darkening skin tone relative to the reference.Identity preservation✗ FailedBecomes very hard to verify once the face turns too far, and the report says the bindi disappears entirely, leaving the identity lock extremely weak.Identity preservation✓ WorkedPreserves face shape and structure well in a frontal composition, though the report notes a slight darkening and a marginally wider, rounder face than the reference.Scene compliance✓ WorkedCleansly follows the interrogation-room prompt with the navy shirt, hands flat on the table, and bare room composition all in place.Scene compliance✓ WorkedExecutes the market scene strongly: the crowd feels authentic, the mustard sari and red blouse match the prompt, and the jute bag with vegetables is present.
Provenance
- Observation
- 8b496d76-afd9-4658-b0a0-2b73533010ff
- Evidence run
- 1dfb8fa4-f7f0-47dc-911b-7db3af467e9a
- Study
- Generate Consistent AI Characters Across Different Scenes and Poses
- Research task
- 86b96df11
- Tested at
- not recorded
- Source
- first-party
- Evidence state
- verified
- Proof shown
- output only
- Cost / latency
- not captured
- Repeat run
- not captured
- Tester
- not captured
The last three rows are honest blanks, not placeholders — our capture has no field for them yet.
Query this
get_evidence({
tool: "chatgpt"
})MCP · mcp.aidemos.com/api/mcp
Free with attribution.
Same input, same check — 3 other tools
measured on Expression accuracy
Gemini✗ FailedThe tool can miss the requested emotion entirely, producing a neutral and emotionless face instead of the prompted angry and guarded look.ImagineArt✓ WorkedThe interrogation-room output preserves the reference expression well.Leonardo AI✗ FailedThe same neutral-expression failure repeats on a second reference, so the tool still misses the prompt's angry, guarded tone.
This evidence is published in
Real inputs and real outputs, no retouching · every cell queryable via API & MCP · aidemos.com