p.populi / models lab RESEARCH LAB · 01
THE POPULI MODEL LAB BENCHMARK 01

Give every
model a voice.

Bob and Luna put avatar and lip-sync models to a five-second test. Watch the results, compare the numbers, and check each model's inputs.

Bob in his studioSUBJECT 01 Bob
Luna in her roomSUBJECT 02 Luna
5 SECONE TEST
TWO VOICES
✳
LOADING THE LAB—

01 / THE COMPARISON

See who speaks
your language.

Each result uses Bob or Luna's portrait or source video. Audio-driven models use their recordings; text-driven models use synthesized speech and are labeled. Open a result for the exact call and measurements.

BOB + LUNA01—17

Loading benchmark results…

02 / EXPERIMENTS & TRIAGE

What we tried.

Agent experiments, retries, and investigations stay separate from the benchmark pairs. Each report records the model, version when known, dates, method, evidence, and outcome.

LOADING REPORTS

Loading experiment reports…

03 / THE LANDSCAPE

The wider catalog.

We reviewed avatar and lip-sync endpoints from Fal, Atmee, and Reactor. Selected dollar rates are below 10¢ per second; Atmee's account rate is shown in credits.

— ENDPOINTS REVIEWED

04 / THE METHOD

One small test.
Useful signals.

01

Same characters, different inputs

Audio-driven models use Bob and Luna's five-second recordings. Reactor's text-driven models synthesize a new voice; their results are labeled and are not an exact audio comparison. Portrait models receive each character's production portrait.

02

Measure what actually happened

Elapsed time includes setup or queue time. Reactor clips are captured from live streams, so their preparation and capture differ from queued file generation. Resolution and duration come from the archived output when available.

03

Read the price carefully

Fal estimates use the published rate and output duration. Reactor charges for reserved session time, including setup and idle time, so the final cost exceeds the rate times five seconds when the session takes longer. Actual charges can differ. Quality ratings stay in this browser.