AI visibility report
AI visibility report for Stigg in Payments & Fintech APIs.
Outside the top three on 21 of the 25 prompts buyers actually ask.
Stripe is cited on 20 of those losses.
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Track Stigg across these prompts daily.
Start free trialStill absent from 95.3% of tracked prompt responses
Top-3 citations across 150 prompt × platform pairs
Peer Ranking
Key Metrics
Platform Breakdown
Google AI Mode
Perplexity
Grok
ChatGPT
Bing Copilot
Gemini SearchHow to read this. Stigg appears in 4.7% of tracked prompt responses. Presence is absolute coverage; share of voice is relative citation share; sentiment measures tone only when the brand appears.
Where Stigg is losing
Prompts where competitors are visible and Stigg is not.
These prompt-level losses are the first prompts to track and repair.
Where Stigg is winning3
Which billing infrastructure platforms can manage enterprise custom contracts with negotiated pricing alongside self-serve subscriptions from the same system?
Avg # 1.0 · 1 platform
What's the fastest way to add subscription billing with trial periods and seat-based pricing to a B2B SaaS app — which platforms handle this without building from scratch?
Avg # 1.0 · 1 platform
What are the best tools for syncing subscription state from a billing API into a product database so that feature gating always reflects the current plan?
Avg # 5.0 · 2 platforms
Where Stigg is losing5
Which fintech banking APIs handle ACH account verification best — which ones offer both micro-deposit flows and instant verification options?
Competitors on 6 platforms
Track this promptWhich payment platforms handle both one-time purchases and recurring subscriptions from the same checkout flow — what should a startup evaluate?
Competitors on 6 platforms
Track this promptWhich payment APIs handle 3DS2 strong customer authentication and exemption logic most intelligently to minimize impact on checkout conversion rates?
Competitors on 5 platforms
Track this promptWhich billing platforms handle complex proration logic best when customers upgrade or downgrade mid-cycle — what should I look at?
Competitors on 4 platforms
Track this promptWhich billing platforms make it easiest to migrate existing customers and active subscriptions without causing payment failures during the transition?
Competitors on 4 platforms
Track this prompt
Track Stigg daily before the next report refresh.
Track these gapsResearch dossierCapabilities, use cases, sources, reviews, pricing, and FAQ
Overview
Stigg is an Israel-based developer-focused monetization platform founded in 2021 by Dor Sasson and Anton Zagrebelny, former New Relic product and engineering leads. The platform operates as a 'Monetization Control Layer' that sits between SaaS and AI applications and their underlying billing infrastructure, enabling companies to model, deploy, and iterate on pricing plans without rewriting application code. Core capabilities include entitlement management, real-time usage metering, subscription lifecycle management, embedded pricing UI components, and bidirectional sync with billing providers, CRMs, and data warehouses. Stigg is particularly focused on the needs of AI-era SaaS companies that must support hybrid pricing models combining subscriptions, usage-based consumption, and credit-based AI features. Customers include Miro, Webflow, PagerDuty, AI21 Labs, Cloudinary, and Airbyte. The company has raised $24M in total funding.
Stigg is a monetization infrastructure platform providing a programmable entitlement and billing orchestration layer for SaaS and AI companies. It decouples feature access logic, usage limits, and commercial packaging from hardcoded application and billing system configurations, exposing these via developer-friendly APIs and SDKs. The platform enables engineering teams to implement pricing once and allows non-technical GTM teams to iterate on plans, run experiments, and manage customer entitlements through a no-code console, without further developer involvement.
Key Facts
- Founded
- 2021
- HQ
- Tel Aviv, Israel
- Founders
- Dor Sasson, Anton Zagrebelny
- Employees
- 11-50
- Funding
- $24M
- Status
- Private
Target users
Key Capabilities10
- Entitlement management API for feature-level access control
- Real-time usage metering at scale (thousands of events/second)
- Product catalog modeling (plans, packages, add-ons, bundles)
- Embedded UI widgets (paywall, customer portal, checkout, pricing page)
- Subscription lifecycle management (trials, upgrades, downgrades, grandfathering)
- Plan versioning, migrations, and environment promotion
- AI credit and usage limit enforcement with real-time correctness
- Bi-directional sync with billing providers, CRMs, and data warehouses
- No-code pricing experimentation console for GTM teams
- CLI and infrastructure-as-code for pricing changes
Key Use Cases8
- Launching new SaaS pricing models without engineering sprints
- Usage-based and AI credit/token pricing for AI-powered products
- PLG self-service paywalls and in-app upgrade flows
- Enterprise custom pricing with sales-led and contract-based plans
- Hybrid pricing (subscriptions + usage overages) for B2B SaaS
- Pricing experimentation and A/B testing without code changes
- Migrating subscriptions away from monolithic billing vendors
- Multi-product monetization across B2B and B2C channels simultaneously
Stigg customer outcomes
7x faster pricing and packaging deployment
Webflow adopted Stigg to replace a planned multi-engineer in-house build for pricing and packaging infrastructure. Their engineering leadership credited Stigg with enabling the team to respond to any pricing request immediately instead of giving months-long implementation timelin
98% faster time to market for new pricing
Miro used Stigg to launch a differentiated AI product with metered usage, simplified trials, and add-ons. Their engineering manager noted plans to evolve their offering at a higher pace, reducing time to introduce new plans from months to days.
AI21 Labs selected Stigg as the only platform capable of simultaneously supporting both their B2B product (AI21 Studio) and B2C product (Wordtune) under a single monetization platform, while retaining flexibility to expand pricing options at scale.
Recent Trend
How AI describes Stigg3
stigg +1 * Flexprice: open-source option with real-time metering, hybrid/credit-based pricing, and contract features designed for enterprise needs, including ramped and multi-year arrangements.
Which billing infrastructure platforms can manage enterprise custom contracts with negotiated pricing alongside self-serve subscriptions from the same system?
...w.m3ter.com?utm_source=chatgpt.com) | Yes | Complex B2B/enterprise pricing | Best for sophisticated rating | | Stigg | Yes, particularly with Stripe | Usage + entitlements + SaaS plans |...
What are the best billing platforms for setting up usage-based pricing for an API product — which ones handle automatic metered charging without custom infrastructure?
stigg.io/blog-posts/flexible-billing-software](https://www.stigg.io/blog-posts/flexible-billing-software) , rather than replacing billing providers.
- Its core differentiation is a developer-first entitlement management API that decouples commercial logic from hardcoded product features, enabling non-technical go-to-market teams to launch or change pricing plans without engineering involvement.
- Stigg specifically targets the gap left by monolithic billing systems when companies need to support hybrid models, usage-based AI pricing, or rapid experimentation.
- Unlike traditional subscription billing platforms (Chargebee, Recurly) or usage-metering tools (Orb, Lago), Stigg spans the full pricing lifecycle—catalog modeling, entitlements, metering, embedded UIs, and CRM/billing sync—from a single API.
Reviews
Praised
- Responsive and knowledgeable support team
- Clean, developer-friendly API and SDKs
- Separation of feature integration (dev) from pricing experiments (GTM)
- Ease of setting up standard subscription and pricing tiers
- Significant engineering time savings vs. building in-house
- Ability to rapidly iterate on pricing without code changes
- Entitlement enforcement at the feature level
Criticized
- Basic reporting with limited customer trend insights
- Difficulty modeling complex or non-standard pricing structures
- Platform capacity errors during trial onboarding (isolated reports)
- Support responsiveness gaps for trial-tier users
- Annual-only billing requirement on Growth plan
Stigg has limited public third-party review volume given its early-stage status. Product Hunt reviewers broadly praise its clean developer experience, responsive support team, solid API and SDKs, and the organizational benefit of separating feature integration (engineering) from pricing experiments (marketing/growth). G2 reviews highlight ease of setup for standard pricing tiers and significant time savings on entitlement management, but criticize shallow reporting and difficulty with atypical or highly complex pricing structures. At least one Product Hunt reviewer experienced platform availability and support responsiveness issues during a trial.
Pricing
Stigg offers three tiers: Sandbox (free, non-production only), Growth (starting at ~$448/month billed annually, usage-based on seats at ~$32/seat, self-service subscriptions at ~$0.32/subscription, enterprise subscriptions at ~$4.70/subscription, and advanced event metering at ~$0.55/GB), and Scale (custom enterprise pricing). Free and trial subscriptions are unlimited at no charge across all tiers. Key add-ons on the Growth plan include Snowflake/BigQuery data sync ($300/month each), AWS Marketplace integration ($416/month), and Salesforce native integration ($416/month). White-labeling ('Remove Powered by Stigg') is $100/month. Volume discounts are available for higher metering commitments.
Limitations
- G2 reviewers note that Stigg's reporting and analytics are basic, lacking granular customer trend insights.
- Some users have reported difficulty modeling highly complex or non-standard pricing structures within Stigg's domain model.
- An isolated Product Hunt reviewer reported platform capacity errors during trial onboarding with no support response for over a month, suggesting early-stage support coverage gaps.
- The Growth plan is billed annually only, with limited monthly flexibility.
- Salesforce, AWS Marketplace, Snowflake, and BigQuery integrations require paid add-ons.
Frequently asked questions
Topic coverageCoverage by buyer topic
Topic Coverage
Prompt-Level Results
| Prompt | Bing Copilot | ChatGPT | Google AI Mode | Perplexity | Gemini Search | Grok |
|---|---|---|---|---|---|---|
Capability1/5 cited (20%) | ||||||
Which fintech banking APIs handle ACH account verification best — which ones offer both micro-deposit flows and instant verification options? | A competitor was cited | A competitor was cited | A competitor was cited | A competitor was cited | A competitor was cited | A competitor was cited |
Which billing infrastructure platforms can manage enterprise custom contracts with negotiated pricing alongside self-serve subscriptions from the same system? | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Your brand was cited | Neither your brand nor a competitor was cited | A competitor was cited |
What payment APIs support high-risk industries or businesses with elevated chargeback rates — which platforms are worth evaluating for these use cases? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited |
Which payment platforms support marketplace and split-payment models where funds need to be distributed to multiple vendors in a single transaction? | A competitor was cited | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which billing platforms best support usage-based pricing with tiered, per-unit, and flat-fee components combined in a single subscription plan? | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited |
Developer Experience2/5 cited (40%) | ||||||
Which payment API platforms have the most reliable webhook delivery — which ones handle retries automatically when your server is down during a payment event? | Neither your brand nor a competitor was cited | A competitor was cited | Your brand and a competitor were cited | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited |
Which billing platforms handle complex proration logic best when customers upgrade or downgrade mid-cycle — what should I look at? | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited | A competitor was cited | A competitor was cited | A competitor was cited |
Looking for a billing platform that supports a custom pricing page reflecting real-time plan changes without tight backend coupling — what are my options? | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Your brand and a competitor were cited |
Which payment APIs are best for building a multi-currency checkout with automatic international tax and VAT calculation built in? | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited | A competitor was cited |
What are the best payment API sandboxes for testing failed card scenarios and 3DS authentication locally without hitting live payment networks? | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited |
Integrations & Ecosystem1/5 cited (20%) | ||||||
What tax compliance tools integrate best with payment APIs that don't include built-in calculation — what do teams use for US state tax and EU VAT coverage? | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited |
Which billing platforms can feed revenue data directly into a data warehouse for real-time MRR and churn analytics without custom ETL pipelines? | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited |
Which payment and billing platforms integrate best with accounting software to automate revenue recognition and reconciliation? | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited |
Which payments APIs offer the best built-in fraud scoring, and which ones connect well to third-party fraud detection platforms if you need to bring your own? | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited |
What are the best tools for syncing subscription state from a billing API into a product database so that feature gating always reflects the current plan? | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited | Your brand and a competitor were cited | A competitor was cited | Your brand and a competitor were cited |
Performance & Reliability0/5 cited (0%) | ||||||
Which payment APIs handle 3DS2 strong customer authentication and exemption logic most intelligently to minimize impact on checkout conversion rates? | A competitor was cited | A competitor was cited | A competitor was cited | A competitor was cited | A competitor was cited | A competitor was cited |
What payment infrastructure tools help architect a resilient checkout that stays available during a processor outage — what should I evaluate? | A competitor was cited | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited |
Which subscription billing platforms handle dunning and failed payment recovery at scale without requiring custom retry logic? | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited |
Which payment API providers offer the best uptime and latency SLAs for high-volume checkout flows — what should I require before committing to one? | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited |
Which billing platforms handle idempotency best to prevent duplicate charges during network timeouts and retries at checkout? | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited | A competitor was cited |
Setup & First Run2/5 cited (40%) | ||||||
What are the best billing platforms for setting up usage-based pricing for an API product — which ones handle automatic metered charging without custom infrastructure? | Neither your brand nor a competitor was cited | Your brand and a competitor were cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited |
What payment APIs are best suited for startups that need to meet PCI DSS compliance requirements from their first integration? | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited |
Which billing platforms make it easiest to migrate existing customers and active subscriptions without causing payment failures during the transition? | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited | A competitor was cited |
Which payment platforms handle both one-time purchases and recurring subscriptions from the same checkout flow — what should a startup evaluate? | A competitor was cited | A competitor was cited | A competitor was cited | A competitor was cited | A competitor was cited | A competitor was cited |
What's the fastest way to add subscription billing with trial periods and seat-based pricing to a B2B SaaS app — which platforms handle this without building from scratch? | Neither your brand nor a competitor was cited | A competitor was cited | Your brand and a competitor were cited | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited |
Turn this matrix into daily prompt monitoring.
Track prompt changesVertical Ranking
| # | Brand | PresencePres. | Share of VoiceSoV | DocsDocs | BlogBlog | MentionsMent. | Avg PosPos | Sentiment |
|---|---|---|---|---|---|---|---|---|
| 1 | Stripe | 50.7% | 34.2% | 29.3% | 0.7% | 92.7% | #16.3 | +0.50 |
| 2 | Chargebee | 23.3% | 16.4% | 8.7% | 4.0% | 42.0% | #27.2 | +0.41 |
| 3 | Adyen | 16.0% | 10.7% | 12.0% | 0.0% | 38.0% | #18.0 | +0.63 |
| 4 | Paddle | 11.3% | 6.7% | 6.0% | 2.0% | 23.3% | #24.4 | +0.36 |
| 5 | Recurly | 10.0% | 6.9% | 6.7% | 4.7% | 22.7% | #23.6 | +0.50 |
| 6 | Orb | 10.0% | 7.3% | 2.7% | 8.7% | 14.0% | #32.9 | +0.20 |
| 7 | Lago | 8.0% | 4.2% | 0.7% | 7.3% | 14.0% | #17.7 | +0.33 |
| 8 | Square | 4.7% | 3.1% | 4.0% | 0.0% | 0.0% | #31.5 | +0.66 |
| 9 | Stigg | 4.7% | 2.2% | 0.0% | 4.0% | 6.0% | #36.4 | +0.47 |
| 10 | Braintree | 4.7% | 3.1% | 3.3% | 0.0% | 0.0% | #41.1 | +0.76 |
| 11 | Plaid | 4.0% | 3.6% | 3.3% | 0.0% | 4.0% | #10.4 | +0.60 |
| 12 | Moov | 1.3% | 1.5% | 1.3% | 0.0% | 2.0% | #32.3 | +0.70 |
| 13 | Lemon Squeezy | 0.0% | 0.0% | 0.0% | 0.0% | 4.0% | — | — |
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