seasonal_ad_cpm_predictor

shallow

co.rahuldsarker/growth-tools · Verify this server

Project CPM and reach impact for a given season (back-to-school, Black Friday, Q4, January) from a baseline CPM. See the full version at https://rahuldsarker.co/calculators/seasonal-ad-cpm-predictor

100.0/100

1 trials · measured 1 day ago

seasonal_ad_cpm_predictor scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against co.rahuldsarker/growth-tools, measured 6 Oct 2026 under methodology v0.2.0. Every measured component scored 100.

Component breakdown

ComponentWeightValue
Reliability35%not applicable
Schema integrity25%100.0
Failure behaviour15%not applicable
Latency15%not applicable
Concurrency10%not applicable

Tool details

Transport
remote
Credential class
open
Input schema
not declared
Output schema
not declared
Side-effect classification
unclassified

Score history

DayScoreTierMethodology
2026-10-06100.0shallowv0.2.0

Probe evidence

ProbeOutcomes
schema_integritypass: 1

Raw request/response logs are not archived yet — the outcome counts above are drawn directly from every recorded trial.

Embed this score

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Vouch score: seasonal_ad_cpm_predictor
[![Vouch score](https://vouch.tools/api/tools/f71ea863-2e94-47c5-90cf-780a9020ae37/badge.svg)](https://vouch.tools/tools/f71ea863-2e94-47c5-90cf-780a9020ae37)
seasonal_ad_cpm_predictor — Vouch