The world's first anatomical taxonomy for AI

Your AI doesn't know
what a face is.
We fixed that.

HAFRS is a precision classification system that gives AI image generators the anatomical vocabulary they're missing. 5 modules. Every platform. Zero competitors.

5
Modules Built
16
World Regions
35
Subregions Mapped
0
Competitors

Every AI image generator has the same blind spot

The $15 billion AI image generation market has no standard vocabulary for human anatomy. Prompt engineers guess. Generators hallucinate. Character consistency fails. HAFRS eliminates this.

🎭

No Anatomical Vocabulary

Midjourney, DALL·E, Stable Diffusion — none have a structured system for describing facial bone structure, muscle definition, or body proportions. You describe what you want in natural language and hope.

🔄

Character Drift

Generate the same character twice and get two different people. Soul ID and LoRA help, but without precise anatomical anchors, identity slips between poses, angles, and lighting changes.

🌍

No Ethnicity Precision

Every platform defaults to vague descriptors. There's no system for distinguishing Southeast Asian features from East Asian, or West African from Horn of Africa. Representation collapses into stereotypes.

💇

Hair is a Black Box

No AI platform has integrated a real hair classification system. The Andre Walker curl types, the International Level System for color — these exist in cosmetology but have never been translated for AI prompting.

Age is Binary

"Young woman" or "old man." That's the vocabulary. No zone-by-zone aging maps, no decade-specific changes to nasolabial folds, temple recession, or skin laxity. AI doesn't know how humans age.

🔒

Platform Lock-In

Prompts that work on Midjourney fail on Stable Diffusion. Every platform has different syntax. There's no universal character description language that works everywhere.

Five modules. Complete human anatomy for AI.

Each module is a precision taxonomy — a classification system built from real anatomical science, cosmetology standards, and ethnographic research. Not prompt tips. Infrastructure.

01

Face Complete

Cranial structure, orbital depth, nasal bridge classification, lip morphology, jawline taxonomy, facial fat pad distribution. Every measurable feature of the human face, systematized for prompt precision.

Bone Structure Eye Shape Nose Classification Lip Morphology Jaw Taxonomy Symmetry Mapping
02

Body Complete

Somatotype classification, limb proportions, torso ratios, musculature definition levels, joint articulation. From ectomorph to mesomorph, every body type precisely described.

Somatotype Proportions Musculature Posture Silhouette Contour Mapping
03

Hair Complete

Full Andre Walker curl classification system (Type 1–4, subtypes A–C). International Level System for color (Levels 1–10). Density, porosity, length, styling taxonomy. The complete cosmetology-grade hair reference.

Andre Walker System ILS Color Levels Curl Pattern Density Length Styling Taxonomy
04

Ethnicity & Cultural Context Complete

16 world regions, 35 subregions. Platform-specific prompt tags optimized for Higgsfield, Midjourney, and Stable Diffusion. Respectful, precise, stereotype-free ethnic feature description at a level no AI tool has attempted.

16 World Regions 35 Subregions Platform Tags Cultural Context Feature Mapping
05

Age & Lifecycle Complete

8 decades of aging mapped zone-by-zone. Nasolabial fold progression, temple recession, skin elasticity loss, fat pad redistribution, hair greying patterns. The first systematic guide to aging a character accurately in AI.

8 Decades Zone-by-Zone Aging Skin Laxity Fat Redistribution Hair Changes Bone Remodeling

Works with every generator

HAFRS generates platform-specific prompt tags. One character description, optimized syntax for each tool.

Midjourney
Stable Diffusion
Higgsfield / Nano Banana
Flux
GPT Image
Leonardo AI
Ideogram
Adobe Firefly
Kling AI
Recraft
Any Future Platform

What the top platforms don't have

We audited every major AI image generator on Earth. Not one has built what HAFRS provides.

Capability Midjourney OpenAI Stable Diff. Leonardo Higgsfield HAFRS
Anatomical Taxonomy
Hair Classification (Andre Walker)
16-Region Ethnicity System
Zone-by-Zone Aging Maps
Cross-Platform Prompt Tags ~
Character Bible Automation ~ ~
Character Consistency System ~ ~

Three tiers. One standard.

From solo creators to production studios. Every tier includes the full 5-module taxonomy.

Explorer
$9/mo
For solo creators and experimenters
  • Full 5-module reference access
  • Basic prompt tag generator
  • Community gallery access
  • Single platform output (choose one)
  • 3 character saves
Join Waitlist
Agency
$149/mo
For studios, agencies, and production teams
  • Everything in Studio
  • Team seats (up to 10)
  • API access for pipeline integration
  • Casting spreadsheet integration
  • Batch character bible generation
  • White-label prompt outputs
  • Priority support + onboarding
  • Custom ethnicity/region modules
Join Waitlist
Early Access

Be first to the standard.

HAFRS is launching soon. Join the waitlist for early access, founding member pricing, and input on the mobile app.

Human verification

No spam. We'll email you once when HAFRS launches. That's it.