Evidence · first-party tested/Best AI Tools for Consistent AI Characters Across Scenes and Poses

The interrogation-room output stays close to the reference in face shape, skin tone, expression, posture, and overall appearance.

✓ Worked🧾 artifact-verifiedinput + output shownTest date not recordedImagineArt →

What was measured

Identity preservation

How closely the generated face matches the reference image across scenes.

decisive for this rankingtransformation

This is the core of the task: the tool must keep the same character looking like the reference image 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⚠ StruggledThe interrogation-room output flattens the dense curly hair substantially and makes the eyebrows look shorter and slightly uneven.Accessory & detail retention⚠ StruggledThe market output lightens the skin tone, removes visible skin marks and scars through smoothing, and makes the lips look less full and more evenly coloured.Expression accuracy✓ WorkedThe interrogation-room output preserves the reference expression well.Scene compliance✓ WorkedThe interrogation-room output follows the clothing, lighting, pose, and environment accurately.Scene compliance✓ WorkedThe market output renders the market environment realistically and follows the prompt well.

Provenance

Observation: 21c5b413-356f-4640-b66f-fe29ed449e6c
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: input + output shown
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: "imagineart"
})

MCP · mcp.aidemos.com/api/mcp

JSON · ai.aidemos.com/v1/observations/21c5b413-356f-4640-b66f-fe29ed449e6c

Free with attribution.

Same input, same check — 4 other tools

measured on Identity preservation

ChatGPT✓ 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.Gemini✓ WorkedWith a 3/4 reference, the interrogation-room output still preserves identity well, keeping face shape, skin tone, curly hair texture, eyebrows, and overall structure close to the input.Leonardo AI◐ MixedWhen the face is turned partly away in a busy scene, the output still feels like the same character but cannot be fully verified.Scenario⚠ StruggledIdentity drifts in a crowded full-body scene, with a narrower jawline and a thinner body making the result read as a similar-looking person rather than the same subject.

This evidence is published in

Best AI Tools for Consistent AI Characters Across Scenes and Poses →

Real inputs and real outputs, no retouching · every cell queryable via API & MCP · aidemos.com