
Platforms pushing boundaries with API-first design, SDKs, embedded finance and modular architecture.
Which brand leads in AI visibility and mentions.
Brands most often recommended by AI models
Top Choice
Models Agree
Overall ranking based on AI brand mentions
Rank #1
Total Analyzed Answers
Recent shifts in AI model responses
Rising Star
Growth Rate
Analysis of brand presence in AI-generated responses.
Brands ranked by share of AI mentions in answers
Visibility share trends over time across compared brands
Key insights from AI Apps comparisons across major topics
Stripe and Marqeta emerge as leading platforms for embedded finance modules across models due to consistent recognition for their comprehensive offerings in cards, ledgers, and split payments.
ChatGPT shows a preference for Mangopay with a 6.4% visibility share, likely due to its strong focus on customizable payment solutions including split payments and ledger capabilities. Its sentiment tone is neutral, emphasizing a broad range of platforms like Unit and Checkout.com without clear bias.
Grok favors Marqeta, Stripe, and Adyen equally at 3.1% visibility share, highlighting their robust ecosystems for embedded finance modules like card issuance and payment splitting. The sentiment tone is positive, reflecting confidence in these platforms’ capabilities for seamless integration.
Deepseek prioritizes Marqeta, Stripe, and Adyen, each with a 3.4% visibility share, likely due to their innovative approaches to embedded finance tools such as cards and ledgers. Its tone is positive, focusing on scalability and developer-friendly solutions.
Perplexity leans toward Stripe, Airwallex, and Railsr, each at 3.1% visibility share, valuing their user-friendly embedded finance integrations for cards and split payments. The sentiment tone is neutral to positive, recognizing their accessibility and growing adoption.
Gemini highlights Marqeta, Stripe, and Adyen at 3.1% visibility share, likely for their advanced embedded finance modules supporting customizable card programs and payment splits. Its tone is positive, emphasizing innovation and ecosystem strength.
Stripe and Shopify emerge as the leading brands for marketplace development with a focus on API flexibility over cost, driven by their strong visibility across models and alignment with integration priorities.
ChatGPT favors Stripe (2.4% visibility) and Shopify (1.4% visibility) for marketplace development, likely due to their robust API ecosystems and developer-friendly integrations. Its tone is positive, emphasizing flexibility through mentions of GraphQL (2%) and Twilio (1%) as complementary tools for customization.
Grok prioritizes Shopify (2.7% visibility) and Stripe (2.7% visibility), reflecting a strong focus on API flexibility through mentions of GraphQL (1.7%) and scalable infrastructure like AWS (2%). Its tone is positive, suggesting a preference for platforms that support developer ecosystems and innovation.
Gemini leans toward Shopify (2% visibility) over Stripe (0.7% visibility), indicating a preference for platforms with accessible APIs, supported by mentions of Node.js (0.3%) and AWS (0.7%) for scalability. Its tone is neutral, balancing flexibility with practical implementation considerations.
Perplexity focuses on niche API integration tools like MuleSoft and Gravitee (0.3% each), suggesting a strong emphasis on flexibility over cost through specialized middleware solutions. Its tone is positive, favoring customizable API ecosystems despite lower visibility for mainstream marketplace platforms.
Deepseek highlights Shopify (1.7% visibility) and AWS (1.7% visibility), leaning toward flexibility through scalable cloud solutions, though it lacks direct API-centric mentions beyond general platform visibility. Its tone is neutral, focusing on broader ecosystem compatibility rather than specific integration features.
Stripe emerges as the leading payment platform for API and SDK support in 2025, driven by consistently high visibility across models and implied developer ecosystem strength.
Deepseek shows a balanced favoring of Stripe and Adyen, both at 3.1% visibility share, suggesting strong recognition for their API and SDK capabilities. Its neutral tone implies no strong bias but highlights their prominence in developer-focused discussions.
ChatGPT distinctly favors Stripe and PayPal, each with a 10.2% visibility share, likely reflecting their comprehensive API and SDK documentation and developer community support. The positive tone underscores a clear preference for these platforms as leaders in integration ease.
Gemini equally favors Stripe and Adyen with a 3.7% visibility share, indicating their robust API and SDK offerings as central to payment integration ecosystems. Its neutral-to-positive tone suggests confidence in their technical capabilities without overt bias.
Perplexity leans toward Stripe with a 3.1% visibility share, likely due to its widely adopted API tools and SDK flexibility, while other platforms lag behind. The neutral tone reflects a factual acknowledgment of Stripe’s prominence in developer environments.
Grok does not strongly favor any major payment platform for API and SDK support, with low visibility shares for relevant brands like Shopify (1.7%), suggesting limited focus on this aspect. Its neutral-to-skeptical tone indicates a lack of emphasis on payment integration technologies.
GraphQL emerges as the leading platform for mitigating tech debt as API complexity increases due to its consistent visibility across models and emphasis on structured, maintainable API design.
ChatGPT favors GraphQL with a 4.7% visibility share, highlighting its flexible query language that reduces over-fetching and under-fetching, thus mitigating tech debt in complex API environments. Its tone is positive, emphasizing GraphQL’s efficiency in managing API sprawl.
Perplexity leans toward Kong with a 3.1% visibility share, focusing on its robust API gateway capabilities to streamline complex integrations and reduce tech debt through centralized management. The tone is positive, with an emphasis on operational simplicity.
Grok shows a balanced view but highlights GraphQL and Swagger (both at 2.4% visibility), praising GraphQL’s data efficiency and Swagger’s documentation clarity as tools to manage tech debt in API complexity. Its tone is neutral-to-positive, focusing on practical solutions.
Deepseek prioritizes Apigee and AWS (2.7% and 3.1% visibility), noting Apigee’s enterprise-grade API management for handling complexity and reducing tech debt through analytics and governance. The tone is positive, underscoring scalability and structure.
Gemini favors GraphQL with a 2.4% visibility share, emphasizing its ability to simplify API interactions in complex systems, thereby curbing tech debt through precise data retrieval. The tone is positive, focusing on developer experience and long-term maintainability.
Apache Ignite emerges as the leading tool for API stability and performance testing across models due to its consistent high visibility and perceived robustness in handling complex testing scenarios.
ChatGPT favors Apache Ignite with a leading visibility share of 9.5%, highlighting its scalability and performance for API testing under heavy loads. The sentiment tone is positive, emphasizing reliable tools like Ignite, k6 (8.8%), and Gatling (7.5%) for comprehensive stability checks.
DeepSeek shows a balanced view but leans slightly toward Postman with a visibility share of 3.4%, valuing its user-friendly interface for API testing, while Apache Ignite (3.1%) and k6 (3.1%) are also recognized for performance focus. The sentiment tone is neutral, focusing on accessibility and practical utility.
Gemini prioritizes Apache Ignite with a visibility share of 3.4%, underscoring its effectiveness in stress testing APIs for stability. The sentiment tone is positive, with a secondary nod to Gatling (2.7%) for load testing, reflecting confidence in these tools for performance evaluation.
Grok equally favors Apache Ignite and Gatling, both at 3.1% visibility share, for their robust capabilities in API performance and stability testing. The sentiment tone is positive, with a focus on technical depth and integration potential with monitoring tools like Grafana (2%).
Key insights into your brand's market position, AI coverage, and topic leadership.
Clear docs, SDKs, sandbox, modular endpoints, extensibility and stable versioning.
Stripe is often praised for its API design. :contentReference[oaicite:3]{index=3}
They allow seamless integration, product expansion, custom flows without full rebuild.
No — stability, compliance and scaling still underpin product viability.
Assess documentation, latency, versioning, SDK support, error handling, integration ease.