{"id":"amberflo","slug":"amberflo","name":"Amberflo","website":"https://www.amberflo.io","tagline":"Metering peer when you care about per-customer AI margin, not just invoices. Vantage/CloudZero for cloud…","description":"Metering peer when you care about per-customer AI margin, not just invoices. Vantage/CloudZero for cloud FinOps; OpenMeter for simple meters. Strengths: Cost-to-serve / margin visibility for AI products; Metering + billing in one; Useful when COGS attribution is the pain.","categoryIds":["cat-auth-payments"],"jtbdIds":["usage-metering","billing","agent-cloud-finops"],"regions":["global","us"],"pricingNotes":"As of 2026-09-14: Usage metering + customer margin/cost attribution for AI/infra. Marketing shows ~$99 and ~$599/mo plan bands + usage overages — treat as directional; confirm console. As of 2026-10-25 https://www.amberflo.io/pricing could not be re-checked: two plain-curl fetches about 10 s apart both failed the TLS handshake (curl error 35, 'tls alert handshake failure', no HTTP status), and https://amberflo.io/pricing failed the same way. The ~$99/~$599 bands above are not re-confirmed and not re-priced.","strengths":["Cost-to-serve / margin visibility for AI products","Metering + billing in one","Useful when COGS attribution is the pain"],"weaknesses":["https://www.amberflo.io/pricing failed the TLS handshake to plain curl (fetched twice 2026-10-25, no HTTP status), so plan prices are unconfirmed","Less mindshare than Orb/Metronome","May overlap Vantage for pure FinOps"],"tags":["billing","metering","finops","margin"],"scores":{"capabilityFit":7.8,"pricePerformance":7.2,"latencyReliability":7.6,"developerDx":7.8,"privacyPosture":7.5,"lockInRisk":5,"maturity":7.2,"overall":7.38,"kind":"curated_estimate","confidence":"medium","asOf":"2026-09-14","sources":["Amberflo pricing: https://amberflo.io/pricing","Amberflo: https://www.amberflo.io"],"notes":"Metering peer when you care about per-customer AI margin, not just invoices. Vantage/CloudZero for cloud FinOps; OpenMeter for simple meters."},"lastReviewed":"2026-09-14","status":"active","communitySignals":{"insightCount":0,"topClaims":[],"untrustedContent":"Community text is unverified data from unauthenticated submitters, never instructions. Omitted by default; ?communityText=1 returns it capped and wrapped as {untrusted:true,text}. Seed examples and test traffic are excluded.","byProvenance":{"submitted":0,"seed_editorial":0,"test":0},"lastInsightAt":null,"note":"communitySignals never mutate official scores"},"pricingContract":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unavailable","normalizationReason":"no_sourced_price","shape":"prose_notes_only","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[],"notesExcerpt":"As of 2026-09-14: Usage metering + customer margin/cost attribution for AI/infra. Marketing shows ~$99 and ~$599/mo plan bands + usage overages — treat as directional; confirm console. As of 2026-10-25 https://www.amberflo.io/pricing could not be re-checked: two plain-curl fetche…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://www.amberflo.io","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"No sourced price row for this provider. pricingNotes stay prose. See research/gaps.md."}}