GG402 · Detect bias in content

Served byx402 API Marketplace | Pay-per-call APIs with Crypto Indexed external

Analyze content for demographic and attribute biases. Returns categorized bias scores, specific instances, and actionable mitigation recommendations.

What it does

Analyze content for demographic and attribute biases. Returns categorized bias scores, specific instances, and actionable mitigation recommendations.

  • Audit training datasets for ML fairness before deployment
  • Screen user-generated content for platform policy compliance
  • Review marketing copy for unintended demographic bias
  • Generate equity reports for content moderation pipelines

Ideal buyer

ML fairness teams, content moderation agents, and compliance systems needing automated bias screening for text and image content.

Use with AXON

Run this through your governed agent wallet.

  1. 01
    Bootstrap AXON once with npx @axon402/init.
  2. 02
    Use the AXON runtime MCP tools to search_x402_services or inspect_x402_offer for this service.
  3. 03
    Quote, test-buy, then run the governed paid fetch through AXON.

Send this

Prompt for your agent

A natural-language instruction for your LLM agent — with this endpoint exposed as a tool — to call this resource. Not sent to the endpoint; the endpoint consumes the JSON body below.

Pasting this prompt into a raw ChatGPT or unconfigured agent will notexecute the paid endpoint flow. Run it through an agent with the AXON runtime / MCP tools exposed (see “Use with AXON” above) so the 402 challenge, quote, and governed fetch are handled for you.

“Analyze this job description for gender and racial bias, and suggest specific changes to improve inclusive language.”

Endpoint request body

The JSON payload your agent sends to the endpoint.

application/json
{
  "content": "We are looking for a rockstar developer to dominate the market. He should be aggressive and hungry."
}

Advanced HTTP details

For integrators who need the raw protocol surface. Most agents should use AXON above instead of calling these directly.

curl fallback

curl https://gg402.vercel.app/bias_detect \
  -H "Content-Type: application/json" \
  -H "X-PAYMENT: [signed_payment_envelope]" \
  -d '{"content":"We are looking for a rockstar developer to dominate the market. He should be aggressive and hungry."}'

Payment & settlement details

Raw on-chain settlement parameters. AXON above handles these automatically through quote / test-buy / governed fetch.

baseexact
$0.010
per call
Pay-to address0x9257cd24721e3c06e9f7655b77c283bcd9652132
T/O: 60s asset 0x8335…2913

Price & network

Cheapest call$0.010
Networks
base

Trust & risk

Trust tier Indexed external
Risk flagsNo risks flagged
View JSON bundle

Indexed from facilitator discovery data

Last enriched:

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