AI Image Auditing

From batch uploads to single snapshots, Kamil scans your images with precision—flagging issues you didn’t know to look for, and helping you fix them before sharing or selling.

Learns with you, not above you

Kamil speaks your language. He explains feedback like a mentor, not a manual—breaking down image issues in plain terms while teaching pro-level photo critique skills.

Prompt Analysis

When something looks off, Kamil digs into your original prompt to pinpoint what caused it. He might say, “Add ‘realistic lighting source’ here,” or “Midjourney v6 tends to glitch with that keyword—try this instead.”

No more “Is this good enough?” moments

Kamil instantly checks your AI-generated images for subtle mistakes—like awkward hands, odd lighting, or weird textures. No need to zoom in 10x or second-guess yourself.

📋 Image Audit Report (Sample)

Image reference for this audit report

VISUAL FLAWS

• Sheep Anatomy (Moderate Flaws):

  • Faces show asymmetric muzzles and malformed ears.

  • Eye placement and scale vary, creating anthropomorphic expressions unusual for sheep.

• Limb Irregularities:

  • Rear legs (especially center-left sheep) lack proper joint articulation and foreshortening.

  • Some sheep have merged or ambiguous leg structures, a known artifact in grouped animal rendering.

• Perspective Flattening:

  • Terrain is stacked with minimal size reduction, flattening depth.

  • Background trees appear similar in size to mid-ground, and the barn lacks perspective cues, giving a floating effect.

• Sun & Sky Artifacts:

  • The sun and surrounding orbs resemble floating spheres without atmospheric integration, producing a dreamy but unnatural look.

• Color Oversaturation:

  • Intense oranges, yellows, and blues risk posterization and banding—especially in darker shadow regions.

MODEL-RELATED QUIRKS

• Stylistic Signatures (Midjourney v6 / SDXL):

  • Detailed wool texture and smooth gradients point to these models or similarly trained checkpoints.

• Grouped-Animal Artifacts:

  • Overlapping limbs and heads reflect typical model limitations when rendering multiple figures.

• Color Bias:

  • Oversaturated tones are characteristic of these models’ preference for vibrant, eye-catching palettes.

• Fantasy Sky Elements:

  • The unreal sun and floating orbs align with prompt-driven additions like “dreamlike sky” or default embellishments.

STRENGTHS

• Cohesive Visual Style: Maintains a consistent folk-art/storybook aesthetic.

• Pattern & Rhythm: Repetition in fields and floral elements enhances visual engagement.

• High Subject Density: The richly layered composition keeps the viewer’s attention focused.

RECOMMENDATIONS FOR PROMPT REFINEMENT

• Add clarity:

  • “accurate animal anatomy, realistic sheep proportions, proper leg joints, natural eye placement”

• Reduce stylistic distortions:

  • Remove or replace “storybook style” if realism is desired.

• Improve sky realism:

  • Include “natural sky gradients, no floating orbs, realistic lighting cues”

Kamil

Expert flaw detection for AI-generated art, ensuring only the best images are published.

Contact

Kamil (Arabic/Persian) means perfection.

His name reflects flawless execution, attention to technical excellence, and minimizing visual errors—essential for stock and print quality control.

For inquiry, support, and suggestion for Kamil's improvement, please use this form to reach us.