# Amberflo: how AI models rank it, October 2026

GTM AI Recommendation Index, October 2026 Edition. Named in 1 judge labels across 1 categories by 1 of 14 models. Page: https://gtm-ai-index.com/vendors/amberflo/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Billing and subscription management | 0% | 31 | 0% | 1 |

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat. A larger change is movement; a smaller one is noise.

- Billing and subscription management: 0% to 0%, ±0. New · not ranked in September 2026 · rank 31 of 54.

## In its own words

What Amberflo's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: AI monetization platform that tracks underlying usage and costs, enforces budget controls, and automates usage-based and hybrid billing (https://amberflo.io/)
- For: companies in the AI- and agentic era (https://amberflo.io/)
- Price stated: Amberflo pricing is usage-based and scales with the volume of events processed and amount invoiced. (https://amberflo.io/pricing)
- Starting price: 99 (https://amberflo.io/pricing)
- Free plan or trial: Start Free Trial (https://amberflo.io/)
- Integrations claimed: 1500 (https://amberflo.io/)
- Certifications: SOC 2 Type II, SOC 2
- Customers named: Firebolt, Support Logic, Equinix, Intermax

## What it publishes

Every page amberflo.io exposes, read 2026-10-05: 246 addresses. By kind, pages and the last 90 days:

- blog: 83 pages, 2 in the last 90 days, latest 2026-07-28
- webinar or virtual event: 2 pages, 0 in the last 90 days, latest undated
- conference or event: 2 pages, 0 in the last 90 days, latest 2025-07-28
- comparison: 15 pages, 0 in the last 90 days, latest 2026-04-30
- podcast or video: 3 pages, 0 in the last 90 days, latest 2025-07-28
- news or press: 12 pages, 0 in the last 90 days, latest 2025-06-30
- Recent: 2026-07-28 blog: Ai monetization how ai companies can turn usage into revenue https://amberflo.io/blog/ai-monetization-how-ai-companies-can-turn-usage-into-revenue
- Recent: 2026-07-28 blog: Seats to usage based pricing teardown of anthropics pricing model https://amberflo.io/blog/seats-to-usage-based-pricing-teardown-of-anthropics-pricing-model
- Recent: 2026-05-05 blog: Pricing for ai lessons from 50 companies https://amberflo.io/blog/pricing-for-ai-lessons-from-50-companies
- Recent: 2026-04-30 comparison: 5 stripe billing alternatives worth evaluating in 2026 https://amberflo.io/blog/5-stripe-billing-alternatives-worth-evaluating-in-2026
- Recent: 2026-04-30 blog: Llm cost management why visibility control matter https://amberflo.io/blog/llm-cost-management-why-visibility-control-matter
- Recent: 2026-04-30 comparison: Top 5 orb alternatives for ai companies in 2026 https://amberflo.io/blog/top-5-orb-alternatives-for-ai-companies-in-2026

## Record

- Method: https://gtm-ai-index.com/methodology/
- Raw judge labels and full responses: https://gtm-ai-index.com/data/
- License: CC BY 4.0. Cite as GTM AI Recommendation Index, October 2026 Edition, gtm-ai-index.com.