
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 Unit emerge as the leading platforms for embedded finance modules, with Stripe showing consistent visibility across multiple models for its comprehensive offerings and Unit for its strong presence and focus on flexible integration.
ChatGPT favors Mangopay with the highest visibility share (6.7%) for embedded finance modules, likely due to its strong focus on customizable payment solutions and split payment capabilities. Its tone is neutral, presenting a broad array of platforms like Unit (4.9%) and Checkout.com (4.1%) without strong bias.
Grok shows a balanced view, favoring Stripe, Marqeta, and Adyen equally at 3% visibility share, emphasizing their robust card issuance and ledger management features for embedded finance. Its tone is positive, highlighting these platforms as innovative leaders in the space.
Perplexity leans toward Stripe, Airwallex, and Railsr (each at 3% visibility share), likely due to their accessible APIs and support for split payments in embedded finance ecosystems. Its tone is neutral, focusing on a mix of established and emerging players like Unit (2.2%) with factual coverage.
Deepseek prioritizes Stripe, Marqeta, and Adyen (each at 3% visibility share) for their scalable embedded finance solutions, including card programs and ledger systems. Its tone is positive, reflecting confidence in these platforms’ adoption patterns among businesses.
Gemini favors Stripe, Marqeta, Adyen, and Treasury Prime (each at 3% visibility share), citing their innovation in embedded finance modules like split payments and card issuance for diverse use cases. Its tone is positive, underscoring ecosystem strength and user-friendly integration.
Stripe emerges as the leading brand for marketplace development with a focus on API flexibility over cost, driven by its consistent visibility and implied developer-friendly integration across models.
ChatGPT shows a preference for Stripe with a leading visibility share of 2.6%, suggesting a focus on robust API flexibility due to its prominence alongside developer-centric tools like GraphQL (2.2%). Its tone is positive, emphasizing ecosystem integration over cost considerations.
Grok equally favors Shopify and Stripe, both at 2.6% visibility, indicating a balance between API flexibility (Stripe) and user-friendly platforms (Shopify), with a neutral tone that doesn’t explicitly prioritize cost or flexibility.
Gemini leans toward Shopify with a 2.2% visibility share over Stripe’s 0.7%, suggesting a preference for accessible user experience over pure API flexibility, with a neutral tone that indirectly considers cost through platform scalability.
Perplexity provides limited insight with only MongoDB mentioned at 0.4% visibility, offering no clear stance on API flexibility or cost, and maintaining a neutral tone due to lack of comparative data.
Deepseek favors Shopify and AWS equally at 1.5% visibility, implying a focus on scalable infrastructure over pure API flexibility, with a neutral tone that doesn’t directly address cost but hints at ecosystem adoption.
Stripe emerges as the leading payment platform for API & SDK support in 2025, driven by consistent high visibility across models and implied developer ecosystem strength.
Deepseek shows equal favorability toward Stripe and Adyen, both with a 3% visibility share, suggesting strong recognition for their API & SDK capabilities. Its neutral sentiment implies no distinct preference, focusing purely on visibility metrics for developer tools.
ChatGPT strongly favors Stripe and PayPal, each with a 10.5% visibility share, likely due to their extensive API documentation and SDK support for diverse integrations. Its positive sentiment reflects confidence in their developer-friendly ecosystems.
Gemini equally highlights Stripe and Adyen at a 3% visibility share, indicating robust API & SDK offerings for both, with a neutral tone suggesting balanced recognition. Its perception centers on their capability to support seamless payment integrations.
Perplexity leans toward Stripe with a 3% visibility share, likely due to its comprehensive SDKs and API flexibility, while PayPal (2.6%) follows closely. Its neutral-to-positive sentiment underscores Stripe’s edge in developer adoption.
Grok does not strongly favor any major payment platform for API & SDK support, with Shopify at 1.9% visibility share as the highest relevant mention, reflecting a neutral-to-skeptical tone. Its focus seems diverted from core payment platforms, limiting insight on this question.
Apigee emerges as the leading platform for mitigating tech debt due to its consistent visibility across models and perceived robustness in handling API complexity through scalable, enterprise-grade design.
ChatGPT favors GraphQL with a 5.2% visibility share, likely due to its flexibility and efficiency in managing complex API interactions, which can reduce tech debt through streamlined data queries. However, it also acknowledges Apigee (2.2%) and AWS (2.2%) as notable players, with a neutral-to-positive tone on their ability to handle enterprise-scale API complexity.
Perplexity leans toward Kong with a 3% visibility share, emphasizing its open-source extensibility and modern API gateway capabilities as a means to mitigate tech debt in complex environments. Its tone is positive, though it shows less focus on traditional enterprise solutions like MuleSoft (0.4%) or Boomi (0.4%).
Grok prioritizes AWS with a 3% visibility share, likely valuing its comprehensive ecosystem and managed services that help address tech debt in API-heavy architectures. Its tone is positive toward AWS, GraphQL (2.2%), and Swagger (2.2%), reflecting a balanced view on tools that enhance API management scalability.
Deepseek highlights AWS (3%) and Apigee (2.6%) as key players, with a focus on their robust infrastructure and API management tools that combat tech debt in complex systems. Its tone is positive, suggesting confidence in enterprise solutions over niche tools like Hasura (1.5%).
Gemini favors GraphQL (2.2%) for its ability to simplify API complexity through precise data retrieval, potentially reducing tech debt. Its tone is neutral-to-positive, with secondary recognition of Apigee (1.1%) and Kong (1.1%) as viable options for structured API design.
Apache Ignite emerges as the leading tool for testing API stability and performance across the models due to its consistent visibility and perceived robustness in handling large-scale testing scenarios.
ChatGPT favors Apache Ignite with a visibility share of 10.5%, highlighting its scalability and performance for stress-testing APIs under high load. Its tone is positive, emphasizing reliable tools for pre-commitment evaluation.
DeepSeek shows a balanced view with Postman slightly leading at 3.4% visibility, but Apache Ignite and k6 are close at 3%, reflecting a neutral tone focused on diverse testing capabilities for stability assessment. It prioritizes user-friendly tools alongside performance metrics.
Gemini leans toward Apache Ignite with a 3.4% visibility share, underlining its effectiveness for performance benchmarking APIs before platform commitment, with a positive tone centered on technical reliability. It also acknowledges Gatling (2.6%) for load testing scenarios.
Grok equally favors Apache Ignite and Gatling at 3% visibility each, with a neutral-to-positive tone, focusing on their ability to simulate real-world API stress for stability checks. It values integration with monitoring tools like Grafana for performance insights.
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.