---
title: iLook Face Analysis Stability Benchmark 2026
description: Preregistered protocol for iLook repeatability, schema reliability, refusals, and photo-condition sensitivity.
doc_version: "1.6"
last_updated: "2026-08-19"
canonical: "https://www.ilook.fit/research/face-analysis-stability-2026"
---

# iLook Face Analysis Stability Benchmark 2026

Protocol registered August 19, 2026. Results have not yet been published.

The planned evaluation uses 100 licensed synthetic adult portraits, five repeated baseline analyses per image, and controlled lighting, crop, and small-angle variants for a 30-image subset. It measures repeatability and photo sensitivity, not attractiveness accuracy, identity, health, protected traits, or personal worth.

[Download the protocol](https://www.ilook.fit/research/face-analysis-stability-2026.md) or [download the pending aggregate results table](https://www.ilook.fit/research/face-analysis-stability-2026.csv).