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Gen AI A/B Testing
Because Humans Know What Feels Human

Audio Comparison

Compare AI-generated voice samples

Prompt

"Generate a warm, friendly voice reading: Welcome to HeyBee, where your preferences shape AI."

Audio AElevenLabs
0:12
Audio BPlayHT
0:08

See A/B Testing in Action

Watch how decisions become data-driven

A
GPT-4

"Hello! How can I assist you today?"

VS
B
Claude

"Greetings! I'm here to help with whatever you need."

Results

Winner: B
Option A0%
Option B0%
P-value
0.003
Confidence
99.7%
Votes
1,247

Built for Signal, Speed, and Trust

Operational tooling for private teams that need defensible decisions, not vanity metrics.

Multi-Modal

Audio, video, images & text

Evidence Dashboard

Elo & Bradley-Terry rankings

Smart Credits

Pay per trusted comparison

Best Model

GPT-4 vs Claude A/B tests

Blind Testing

Randomized side presentation

Quality Scoring

98.2% vote quality rate

Multi-Modal

Audio, video, images & text

Evidence Dashboard

Elo & Bradley-Terry rankings

Smart Credits

Pay per trusted comparison

Best Model

GPT-4 vs Claude A/B tests

Blind Testing

Randomized side presentation

Quality Scoring

98.2% vote quality rate

Experiment Types

Thompson sampling selection

Parameter Tuning

Temperature, top-p optimization

Prompt Testing

Template variant comparison

Advanced Search

Multi-parameter exploration

Real-time Analytics

Live confidence intervals

Auto Refunds

Anomaly detection & credits

Experiment Types

Thompson sampling selection

Parameter Tuning

Temperature, top-p optimization

Prompt Testing

Template variant comparison

Advanced Search

Multi-parameter exploration

Real-time Analytics

Live confidence intervals

Auto Refunds

Anomaly detection & credits

The Hive Method

From raw AI outputs to defensible, human-backed decisions.

1

Upload Samples

Push model outputs — text, images, audio, or video — into an experiment. Each prompt gets its own candidates.

A
VS
B
2

Crowd Votes Blindly

Blind pairwise comparisons. Sides randomized, low-effort votes filtered, quality scored live.

Model A
Model B
Model C
95% confidence · 142 votes
3

Ship the Winner

Elo rankings and confidence intervals converge. Act on evidence, not intuition.

See it Live

15-min demo · free · with founders

Ready to Turn Votes into Model Decisions?

Start with private experiments, trusted quality controls, and usage-based scaling.

Visit from desktop to get started.