# Stigg: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/stigg

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Pricing optimization](https://www.gane.ai/index/gtm/revops/pricing-optimization/index.md) | 0% | 98 | 0% | 1 |

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 1 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Stigg, from 1 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- 7learnings.com: 1
- devopsschool.com: 1
- getvendorsage.com: 1
- guideflow.com: 1
- marketintelligencetools.com: 1
- netvendor.com: 1
- prisync.com: 1
- runn.io: 1
- softwarepricing.com: 1
- techease.com.sg: 1

### Pages cited

- https://7learnings.com/comparisons/best-retail-pricing-software: 1
- https://devopsschool.com/blog/top-10-ai-pricing-optimization-platforms-features-pros-cons-comparison: 1
- https://getvendorsage.com/blog/it-vendor-red-flags: 1
- https://guideflow.com/blog/price-optimization-software: 1
- https://marketintelligencetools.com/rankings/price-optimization-tools: 1
- https://netvendor.com/blog/vendor-compliance-risks-red-flags-you-need-to-know: 1
- https://prisync.com/blog/16-best-competitive-pricing-tools-in-2026-pros-cons: 1
- https://runn.io/blog/red-flags-when-evaluating-software-vendors: 1

## In its own words

What Stigg's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: The Usage Runtime for AI Products (https://stigg.io/)
- For: engineering teams who operate at scale and complexity (https://stigg.io/)
- Price stated: Free forever; $399/mo; $499/mo; Custom; Starting from $40K/yr (https://www.stigg.io/pricing)
- Starting price: Free (https://www.stigg.io/pricing)
- Free plan or trial: Free forever (https://www.stigg.io/pricing)
- Integrations claimed: 29 (https://www.stigg.io/pricing)
- Certifications: SOC 2, SOC 1, ISO 27001, GDPR
- Hosting: Cloud, your own VPC, customer infrastructure, air-gapped
- Customers named: Miro, PagerDuty, Webflow, AI21 Studio, Wordtune

## What it publishes

Every page stigg.io exposes, read 2026-09-29: 836 addresses. By kind, pages and the last 90 days:

- blog: 190 pages, 19 in the last 90 days, latest 2026-09-28
- case study: 28 pages, 0 in the last 90 days, latest 2023-08-28
- conference or event: 2 pages, 0 in the last 90 days, latest undated
- report or ebook: 32 pages, 0 in the last 90 days, latest undated
- comparison: 13 pages, 9 in the last 90 days, latest 2026-09-25
- template or tool: 1 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 2 pages, 1 in the last 90 days, latest 2026-08-28
- Recent: 2026-09-28 blog: Inference costs static pricing https://www.stigg.io/blog-posts/inference-costs-static-pricing
- Recent: 2026-09-25 blog: Ai usage control https://www.stigg.io/blog-posts/ai-usage-control
- Recent: 2026-09-25 comparison: Stigg vs flexprice https://www.stigg.io/blog-posts/stigg-vs-flexprice
- Recent: 2026-09-25 blog: Tiered fee structure https://www.stigg.io/blog-posts/tiered-fee-structure
- Recent: 2026-09-25 blog: Startup billing https://www.stigg.io/blog-posts/startup-billing
- Recent: 2026-09-22 blog: Api metering https://www.stigg.io/blog-posts/api-metering

## Record

- Method: https://www.gane.ai/index/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/gtm.