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Halowerk Voter Turnout Predictor
x402
Halowerk Voter Turnout Predictor is a paid API for AI agents from gov.halowerk.com, paid per call via x402, $0.003/call, status unknown (last checked 2026-09-14).
Applies a fixed logistic equation to caller-supplied governance features and returns an estimated voter turnout range for a proposal or election scenario.
Price / call$0.003
Success—
StatusUnknown
How this service works
Applies a fixed, published logistic equation to aggregate caller-supplied features and reports an estimated turnout range. It is an untrained scenario heuristic, not a calibrated election forecast, individual propensity score, or basis for voter targeting.
Output
Returns an estimated voter turnout range (e.g. low and high percentage or absolute count bounds) computed by applying a fixed logistic equation to the supplied features. The output is a scenario heuristic intended for planning purposes, not a calibrated statistical forecast or individual propensity score.
Example use cases
DAO governance participation forecast
“We're launching a governance vote for our DAO with 8500 eligible token holders, historical turnout has been around 42%, the window is 5 days, we'll send 3 reminders per voter, there's 1 proposal on the table, and we've seen a +2 percentage point trend in participation lately — can you estimate the expected turnout range?”
Multi-proposal voting window planning
“We have 4 active proposals going to vote simultaneously with 25000 eligible voters, prior turnout was 30%, the voting window is 14 days, we'll send 1 reminder per voter, and participation trend is flat at 0 percentage points — what turnout range should we plan for?”
Low-engagement scenario stress test
“Model a pessimistic scenario for our community vote: 50000 eligible voters, prior turnout only 15%, just a 3-day window, no reminders at all, 2 proposals, and a -10 percentage point downward trend — what's the estimated turnout range we'd be looking at?”
Technical details
Endpoint
POSThttps://gov.halowerk.com/v1/voter-turnout-predictWhen to prefer
Choose this endpoint when you need a fast, deterministic, rule-based turnout estimate for governance or DAO voting scenario planning and you already have structured aggregate features (eligible voters, prior turnout, reminders, window length, trend). Prefer it over nothing when no historical ML model exists. Do not use it as a calibrated probabilistic forecast, an individual voter propensity scorer, or a basis for voter targeting — its own documentation explicitly disclaims those use cases.
Side effects
- Missing required fields (proposal_count, eligible_voters) return a 400 validation error
- Values outside allowed bounds (e.g. prior_turnout_rate > 1, eligible_voters < 1) trigger schema validation failures
- Extremely short voting windows (near 0.01 days) may produce degenerate or near-zero estimates
- The fixed logistic equation does not adapt to novel or out-of-distribution governance contexts, potentially producing unreliable ranges
- Payment failure via x402 protocol results in 402 response with no computation performed
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| proposal_count | integer | |
| eligible_voters | integer | |
| prior_turnout_rate | number | |
| voting_window_days | number | |
| reminders_per_voter | number | |
| participation_trend_percentage_points | number |
Tags
x402
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