get_spend_reconciliation
shallowcom.ask-ai-data-connector/ask-ai · Verify this server
Reconcile ad-spend numbers between Triple Whale's pixel attribution and the ad-platform APIs (Google Ads, Meta, TikTok). Same channel, different numbers — pixel typically captures 10-30% of true spend due to ad blockers, consent banners, and iOS ATT. Returns per-channel platform-API spend, TW pixel spend, ratio, severity (match / moderate / severe / critical), trueRoas (TW revenue / platform spend), pixelRoas (from TW), and a recommendation per channel. Use whenever quoting ROAS — pixel ROAS in isolation is reliably wrong on paid channels with bad pixel coverage.
1 trials · measured 8 days ago
get_spend_reconciliation scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against com.ask-ai-data-connector/ask-ai, measured 25 Aug 2026 under methodology v0.2.0. Every measured component scored 100.
Component breakdown
| Component | Weight | Value |
|---|---|---|
| Reliability | 35% | not applicable |
| Schema integrity | 25% | 100.0 |
| Failure behaviour | 15% | not applicable |
| Latency | 15% | not applicable |
| Concurrency | 10% | not applicable |
Tool details
- Transport
- remote
- Credential class
- gated
- Category
- Commerce & retail
- Input schema
- not declared
- Output schema
- not declared
- Side-effect classification
- unclassified
Score history
| Day | Score | Tier | Methodology |
|---|---|---|---|
| 2026-08-25 | 100.0 | shallow | v0.2.0 |
Probe evidence
| Probe | Outcomes |
|---|---|
| schema_integrity | pass: 1 |
Raw request/response logs are not archived yet — the outcome counts above are drawn directly from every recorded trial.
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[](https://vouch.tools/tools/0453d7c6-3b82-4e1a-8d7c-6d249db37654)