OBJECTIVE PREFERENCE FOR AI TEAMS

Measure What Humans
Actually Prefer.

Run blinded preference experiments to benchmark models, tune sampling parameters, and ship decisions backed by high-signal human evidence.

AudioImagesTextBlind VotingQuality Controls
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Free 250 credits. No credit card required.

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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
POWERFUL INTERFACE

Built for Signal, Speed, and Trust

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

Audio Comparison

Side-by-side listening

Variant A
Variant B

Evidence Dashboard

Trusted Votes1,247
Confidence94.2%
Anomaly Rate1.8%

Usage-Based Credits

250

Free credits to start

1 vote = 1 credit
Top up anytime
No subscriptions

Experiment Types

Best Model

Model A vs Model B

Best Params

Temp, top-p, etc.

Prompt Winner

Template variants

Advanced Search

Parameter combinations

Blind Testing

Randomized presentation eliminates bias. Evaluators never know which variant they're voting for.

100%

Unbiased results

OPERATIONAL WORKFLOW

Three Steps to High-Signal Decisions

Ingest Candidates

Upload model outputs or generated parameter candidates for each prompt/anchor.

01

Collect Trusted Votes

Run blinded voting sessions with engagement rules and quality filtering enabled.

02

Act on Evidence

Use rankings, confidence, and lifecycle insights to pick winners and iterate quickly.

03

Objective Preference at Scale

Single votes are noisy. Trusted aggregate preference becomes signal. HeyBee focuses every paid vote on reducing uncertainty where it matters.

What Teams Operationalize with HeyBee

Preference benchmark
Blind pair voting + confidence
Manual review docs
Vote efficiency
Adaptive pair selection
Flat random queues
Voter integrity
Exam + anomaly quality model
Little or none
Operational loop
Suggestion -> generate -> vote
Disconnected tools
Modalities
Audio, image, text
Often single-modality

Ready to Turn Votes into Model Decisions?

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

No credit card required. Cancel anytime.