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AI agent for 3d artists

Lookdev Turntable Consistency Agent

A new asset that sits inside the set's albedo, roughness and scale range and is approved as lookdev-final

Lookdev Turntable Consistency Agent: what goes in, what the agent does and what you get

What it does

Assets built weeks apart rarely look alike under the same light, and the mismatch usually shows only in the final scene. This agent renders each new asset on a standard turntable with a fixed HDRI and gray and chrome balls. It measures albedo range, roughness range and scale, then compares them with the approved reference assets of the same set. If values fall outside the set range, it suggests specific material tweaks, such as lowering albedo on a too-bright wood. It re-renders with the tweaks and measures again. The loop ends when the asset sits inside the range or after four rounds. The artist approves the changes before the asset is marked lookdev-final. Edge case: a glowing emissive part is excluded from the albedo check so it does not fail an otherwise good asset.

How it works

Follow the arrows from top to bottom. The orange dashed arrow is the loop: when a check fails, the agent goes back and tries again.

Start and resultWhat it doesA check on its own workWaits for your OKGoes back and retries
Yes, continueYes, continueApprovedNoNo 1 STARTS WHEN Asset submitted for lookdev 2 USES A TOOL Render the turntable with the fixed HDRI plus grayand chrome balls 3 USES A TOOL Measure albedo, roughness and scale 4 DOES Compare the numbers with the approved referencerange 5 DOES Suggest material tweaks for each value that is outof range 6 USES A TOOL Apply the tweaks to a copy and re-render 7 CHECKS THE RESULT Are all values inside the set range? If not: re-measure and propose a smaller tweak to thevalue still out of range. Back to step 3. 8 CHECKS THE RESULT Does the asset still look like the artist's intentin the turntable? If not: undo the last tweak and flag the conflict forthe artist. Back to step 3. 9 YOU APPROVE Artist approves the tweaks and marks the assetlookdev-final 10 RESULT Lookdev-final asset with before and after turntables
Read the steps as a list
  1. Asset submitted for lookdev
  2. Render the turntable with the fixed HDRI plus gray and chrome balls
  3. Measure albedo, roughness and scale
  4. Compare the numbers with the approved reference range
  5. Suggest material tweaks for each value that is out of range
  6. Apply the tweaks to a copy and re-render
  7. Are all values inside the set range?If not: re-measure and propose a smaller tweak to the value still out of range. Back to step 3.
  8. Does the asset still look like the artist's intent in the turntable?If not: undo the last tweak and flag the conflict for the artist. Back to step 3.
  9. Artist approves the tweaks and marks the asset lookdev-finalThe agent waits here for your OK.
  10. Lookdev-final asset with before and after turntables

How it decides

The asset passes when albedo, roughness and scale each fall inside the range of the approved reference assets, with emissive parts excluded.

  • Fail albedo when the average is more than 10% outside the set range
  • Fail scale when the asset is more than 5% off its real-world size
  • Exclude emissive and transparent parts from albedo checks
  • Stop after four re-render rounds

Make it yours

Every agent is a starting point. You choose these settings for your own situation.

  • Allowed distance from the set range (default 10%)
  • HDRI and turntable settings
  • Which material channels to measure
  • Maximum re-render rounds (default 4)

What keeps you in control

It always asks you first

  • Applying material changes to the shared asset
  • Marking the asset lookdev-final

Hard limits

  • Never edits the approved reference assets
  • Never overwrites the artist's original materials

It stops when

  • Done: values are in range and the artist approved
  • Stop: four rounds without reaching range, or reference assets are missing

Set it up

We guide you through the set-up, step by step

Members get the full set-up guide for this agent. No technical skills needed: you copy, paste and upload.

10 minto set it up in your AI
5 AIsChatGPT, Claude, Copilot, Gemini, Grok
  • One set of instructions to paste into your AI, with the clicks for ChatGPT, Claude, Microsoft 365 Copilot, Gemini and Grok
  • The agent then walks you through connecting your own data, one source at a time
  • A downloadable copy with the flow chart, the rules and the full guide
Get access to this agent

An example run

What happensA new stone fountain read 18% brighter than the courtyard set. The agent lowered albedo and re-rendered. Albedo passed but roughness was now below the set range, so the second check failed. It raised roughness by 0.1, re-rendered and measured again. All three values passed on round three. The artist compared the turntables, accepted the change and marked the fountain lookdev-final.

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