bias-audit

Calculates each group positive-outcome rate, compares it with an explicit or automatically selected reference group, and reports rate differences and selection-rate ratios.

Calculates each group positive-outcome rate, compares it with an explicit or automatically selected reference group, and reports rate differences and selection-rate ratios. Aggregate disparity metrics do not establish discrimination, fairness, causation or legal compliance and can conceal intersectional or sampling effects.

UNRATEDListed

Overview

Grade?

UNRATED

0 of 30 paid calls toward a letter

Price

$0.004 per call

Paid calls

none yet

delivery unknown until someone pays

More info

Seller?

0x2880edff…771c4e5e

URL

https://aialign.halowerk.com/v1/bias-audit

Seen

first 29 days ago · last 3 days ago

53 free handshakes

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Pays through

x402

Offered on?

Base USDC

Listed on?

Base

Score, from free handshakes onlyweights 2026.09.6

UN
RATED

0.626 liveness verified, no letter

To a letter · 30 paid calls

0 of 30

Held down by liveness · gap to 1.000 is 0.374: 0.181 uncertain ? + 0.192 short ? · 0.024 to C

How the composite of 0.626 is made up, part by part
Component	Weight	Measured	Lower bound ?		Adds	Short ?	Uncertain ?
livenesscosts the most it answered at all	0.60	0.91	0.626		0.376	−0.052	−0.173
latency p95 it answered as fast as its class	0.20	0.30	0.254		0.051	−0.141	−0.009
price stability the price stayed where it was listed	0.20	1.00	1.000		0.200	0	0
Composite	1.00		0.626	gap to 1.000 = 0.374 · 0.192 short · 0.181 uncertain	0.626	−0.192	−0.181

Not measured: correctness · nobody paid; honesty · nobody paid; schema conformance · no answer had a published shape to check

The multiplication, written out

  0.600 × 0.626   liveness       
+ 0.200 × 0.254   latency p95    
+ 0.200 × 1.000   price stability
= 0.626           → UNRATED: 53 of 30 paid calls      weights 2026.09.6 · 53 samples · seed cap_01M1RDAE6XEDNTY6W5MS3YF5C6|2026-09-04T04:02:05.341Z|2026.09.6

Verify it yourselfnpx teppi-check https://aialign.halowerk.com/v1/bias-auditcurl -s https://api.teppi.xyz/v1/trust/cap_01M1RDAE6XEDNTY6W5MS3YF5C6