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Most-cited pages in AI API Brands answers current rankings
Rank	Entity	Cited-answer coverage	Public Prompt Page Best Position	Public Prompt Page Cited Answer Count	Public Prompt Page Engine Breadth	Explain
01	youtube.com/watchsource_page	15.0%	1	9	3	Why this rank
02	datacamp.com/blog/best-llm-api-providerssource_page	15.0%	1	9	2	Why this rank
03	fireworks.ai/blog/best-llm-api-providerssource_page	8.3%	1	5	2	Why this rank
04	openrouter.ai/blog/tutorials/free-llm-apis-compared/source_page	8.3%	2	5	2	Why this rank
05	morphllm.com/llm-apisource_page	6.7%	2	4	2	Why this rank
06	siliconflow.com/articles/en/The-best-API-providers-of-Open-Source-LLMsource_page	5.0%	2	3	2	Why this rank
07	braintrust.dev/articles/best-unified-llm-api-providers-2026source_page	5.0%	4	3	2	Why this rank
08	strapi.io/blog/ai-apis-developers-comparisonsource_page	5.0%	1	3	2	Why this rank
09	treblle.com/blog/best-ai-apissource_page	5.0%	2	3	2	Why this rank
10	aimlapi.com/source_page	5.0%	3	3	2	Why this rank
11	nango.dev/blog/best-enterprise-grade-agent-api-integration-providers/source_page	5.0%	6	3	2	Why this rank
12	mongoengine.org/openai-vs-claude-vs-gemini-api/source_page	3.3%	1	2	2	Why this rank
13	siliconflow.com/articles/en/the-cheapest-LLM-API-providersource_page	3.3%	1	2	2	Why this rank
14	reddit.com/r/nocode/comments/1opu8h6/looking_for_the_most_privacyfriendly_ai_api/source_page	3.3%	3	2	2	Why this rank
15	cloud.google.com/use-cases/fine-tuning-ai-modelssource_page	3.3%	1	2	2	Why this rank
16	costgoat.com/compare/llm-apisource_page	3.3%	1	2	2	Why this rank
17	atlascloud.ai/blog/guides/best-ai-api-platform-startups-scalingsource_page	3.3%	1	2	2	Why this rank
18	gmicloud.ai/en/blog/top-10-low-latency-ai-inference-platformssource_page	3.3%	1	2	2	Why this rank
19	mongoengine.org/best-llm-apis-for-developers/source_page	3.3%	2	2	2	Why this rank
20	pecollective.com/tools/best-ai-api-providers/source_page	3.3%	2	2	2	Why this rank
21	fast.io/resources/best-inference-providers-ai-agents/source_page	3.3%	3	2	2	Why this rank
22	siliconflow.com/articles/en/the-lowest-latency-inference-apisource_page	3.3%	2	2	2	Why this rank
23	aimagazine.com/top10/top-10-llm-fine-tuning-toolssource_page	3.3%	3	2	2	Why this rank
24	databricks.com/blog/introducing-serverless-batch-inferencesource_page	3.3%	3	2	2	Viewing why
25	bentoml.com/blog/multimodal-ai-a-guide-to-open-source-vision-language-modelssource_page	3.3%	3	2	2	Why this rank
26	codingscape.com/blog/llms-with-largest-context-windowssource_page	3.3%	1	2	2	Why this rank
27	encord.com/blog/top-multimodal-models/source_page	3.3%	4	2	2	Why this rank
28	landbase.com/blog/fastest-growing-api-integration-platformssource_page	3.3%	1	2	2	Why this rank
29	llamaindex.ai/insights/best-multimodal-ai-for-documentssource_page	3.3%	3	2	2	Why this rank
30	together.ai/modelssource_page	3.3%	4	2	2	Why this rank
31	openai.com/security-and-privacy/source_page	3.3%	1	2	1	Why this rank
32	bubble.io/blog/enterprise-ai-platform/source_page	3.3%	2	2	1	Why this rank
33	artificialanalysis.ai/source_page	3.3%	6	2	1	Why this rank
34	ai.google.dev/gemini-api/docs/pricingsource_page	1.7%	1	1	1	Why this rank
35	aws.amazon.com/blogs/machine-learning/multi-llm-routing-strategies-for-generative-ai-applications-on-aws/source_page	1.7%	1	1	1	Why this rank
36	cloud.google.com/discover/what-is-batch-inferencesource_page	1.7%	1	1	1	Why this rank
37	cloud.google.com/use-cases/multimodal-aisource_page	1.7%	1	1	1	Why this rank
38	developers.openai.com/api/docs/guides/rate-limitssource_page	1.7%	1	1	1	Why this rank
39	digitalapplied.com/blog/ai-context-window-comparison-2026-1m-to-10m-tokenssource_page	1.7%	1	1	1	Why this rank
40	docs.together.ai/docs/inference/batch/overviewsource_page	1.7%	1	1	1	Why this rank
41	fluence.network/blog/best-ai-models/source_page	1.7%	1	1	1	Why this rank
42	futureagi.substack.com/p/top-11-llm-api-providers-in-2026source_page	1.7%	1	1	1	Why this rank
43	gartner.com/reviews/market/observability-platformssource_page	1.7%	1	1	1	Why this rank
44	gmicloud.ai/en/blog/best-ai-inference-platform-speed-throughputsource_page	1.7%	1	1	1	Why this rank
45	hammansamuel.medium.com/comparing-api-providers-for-hosted-open-source-llms-3a5b2c9982fesource_page	1.7%	1	1	1	Why this rank
46	learn.microsoft.com/en-us/azure/api-management/api-management-key-conceptssource_page	1.7%	1	1	1	Why this rank
47	llmapi.ai/best-open-source-llm-hosting-providers/source_page	1.7%	1	1	1	Why this rank
48	medium.com/before-you-launch/a-broke-b-chs-guide-to-tech-start-up-choosing-llm-api-prices-ad451a2abfd6source_page	1.7%	1	1	1	Why this rank
49	openrouter.ai/modelssource_page	1.7%	1	1	1	Why this rank
50	protecto.ai/blog/openai-data-privacy/source_page	1.7%	1	1	1	Why this rank
51	rasa.com/blog/best-multimodal-modelsource_page	1.7%	1	1	1	Why this rank
52	siliconflow.com/articles/en/the-easiest-AI-API-provider-for-developerssource_page	1.7%	1	1	1	Why this rank
53	siliconflow.com/articles/en/the-most-secure-enterprise-ai-providersource_page	1.7%	1	1	1	Why this rank
54	truefoundry.com/blog/a-definitive-guide-to-ai-gateways-in-2026-competitive-landscape-comparisonsource_page	1.7%	1	1	1	Why this rank
55	uptrace.dev/tools/top-observability-toolssource_page	1.7%	1	1	1	Why this rank
56	aiopsschool.com/blog/top-10-model-fine-tuning-platforms-features-pros-cons-comparison/source_page	1.7%	2	1	1	Why this rank
57	ai.google.dev/gemini-api/docs/long-contextsource_page	1.7%	2	1	1	Why this rank
58	aiapi.world/source_page	1.7%	2	1	1	Why this rank
59	api7.ai/ai-gateway-comparisonsource_page	1.7%	2	1	1	Why this rank
60	api7.ai/top-11-api-gateways-platforms-comparedsource_page	1.7%	2	1	1	Why this rank
61	artificialanalysis.ai/leaderboards/providerssource_page	1.7%	2	1	1	Why this rank
62	community.openai.com/t/how-did-you-achieve-hipaa-compliance/555659source_page	1.7%	2	1	1	Why this rank
63	cybernews.com/ai-tools/ai-assistants-privacy-and-security-comparisons/source_page	1.7%	2	1	1	Why this rank
64	deploybase.ai/articles/llm-api-rate-limits-compared-all-providerssource_page	1.7%	2	1	1	Why this rank
65	developers.openai.com/cookbook/topic/multimodalsource_page	1.7%	2	1	1	Why this rank
66	freeapihub.com/categories/multimodalsource_page	1.7%	2	1	1	Why this rank
67	getorchestra.io/guides/data-observability-tools-comparison-choosing-the-best-tool-for-your-needssource_page	1.7%	2	1	1	Why this rank
68	github.com/orgs/community/discussions/198436source_page	1.7%	2	1	1	Why this rank
69	learn.microsoft.com/en-us/azure/foundry/responsible-ai/openai/data-privacysource_page	1.7%	2	1	1	Why this rank
70	llmgateway.io/source_page	1.7%	2	1	1	Why this rank
71	medium.com/@adnanmasood/long-context-windows-in-large-language-models-applications-in-comprehension-and-code-03bf4027066fsource_page	1.7%	2	1	1	Why this rank
72	microsoft.com/en-us/software-development-companies/resources/articles/fine-tuning-in-aisource_page	1.7%	2	1	1	Why this rank
73	nicolalazzari.ai/articles/ai-api-pricing-comparison-2026source_page	1.7%	2	1	1	Why this rank
74	nocode.mba/articles/google-ai-studio-pricingsource_page	1.7%	2	1	1	Why this rank
75	openai.com/api/source_page	1.7%	2	1	1	Why this rank
76	openai.com/business/why-openai/startups/source_page	1.7%	2	1	1	Why this rank
77	openobserve.ai/blog/top-10-observability-tools/source_page	1.7%	2	1	1	Why this rank
78	oracle.com/artificial-intelligence/ai-open-weights-models/source_page	1.7%	2	1	1	Why this rank
79	pricepertoken.com/source_page	1.7%	2	1	1	Why this rank
80	reddit.com/r/AI_Agents/comments/1ueds3v/what_is_the_best_and_affordable_inference/source_page	1.7%	2	1	1	Why this rank
81	reddit.com/r/LangChain/comments/1csrtc3/open_ai_apis_are_the_only_reliable_apis_in/source_page	1.7%	2	1	1	Why this rank
82	together.ai/blog/batch-inference-api-updates-2025source_page	1.7%	2	1	1	Why this rank
83	truefoundry.com/blog/multi-model-routingsource_page	1.7%	2	1	1	Why this rank
84	aiopsschool.com/blog/top-10-foundation-model-api-platforms-features-pros-cons-comparison/source_page	1.7%	3	1	1	Why this rank
85	ai.google.dev/gemini-api/docs/rate-limitssource_page	1.7%	3	1	1	Why this rank
86	cloud.ionos.com/managed/ai-model-hubsource_page	1.7%	3	1	1	Why this rank
87	confident-ai.com/knowledge-base/compare/top-7-llm-observability-toolssource_page	1.7%	3	1	1	Why this rank
88	deepchecks.com/top-enterprise-generative-ai-tools-for-fine-tuning/source_page	1.7%	3	1	1	Why this rank
89	github.com/XueyanZhang/awesome-ai-mode-apisource_page	1.7%	3	1	1	Why this rank
90	helicone.ai/llm-costsource_page	1.7%	3	1	1	Why this rank
91	helicone.ai/statussource_page	1.7%	3	1	1	Why this rank
92	inworld.ai/resources/best-llm-router-ai-gatewaysource_page	1.7%	3	1	1	Why this rank
93	linkedin.com/pulse/comparison-gen-ai-data-security-privacy-policies-chatgpt-th9pcsource_page	1.7%	3	1	1	Why this rank
94	medium.com/@anyapi.ai/claude-api-vs-chatgpt-api-vs-gemini-api-which-ai-api-is-best-for-your-project-dbaf2feaee76source_page	1.7%	3	1	1	Why this rank
95	medium.com/@simsketch/model-routing-in-ai-getting-the-right-request-to-the-right-model-dd21bab7c129source_page	1.7%	3	1	1	Why this rank
96	metoro.io/blog/best-observability-toolssource_page	1.7%	3	1	1	Why this rank
97	mindstudio.ai/blog/self-hosting-chinese-open-weight-modelssource_page	1.7%	3	1	1	Why this rank
98	natesnewsletter.substack.com/p/context-windows-are-a-lie-the-mythsource_page	1.7%	3	1	1	Why this rank
99	ofox.ai/blog/gpt-5-4-pro-vs-claude-sonnet-gemini-production-api-2026/source_page	1.7%	3	1	1	Why this rank
100	openai.com/business-data/source_page	1.7%	3	1	1	Why this rank
101	reddit.com/r/FluentMac/comments/1s43g39/best_10_free_ai_model_providers_with_api_key/source_page	1.7%	3	1	1	Why this rank
102	reddit.com/r/startups/comments/1j0da27/ai_startups_is_anyone_even_building_ai_or_is_it/source_page	1.7%	3	1	1	Why this rank
103	requesty.ai/blog/rate-limits-for-llm-providers-openai-anthropic-and-deepseeksource_page	1.7%	3	1	1	Why this rank
104	syncfusion.com/blogs/post/top-llm-api-comparison-2026source_page	1.7%	3	1	1	Why this rank
105	wisgate.ai/blogs/best-ai-apis-for-startupssource_page	1.7%	3	1	1	Why this rank
106	zapier.com/blog/best-llm/source_page	1.7%	3	1	1	Why this rank
107	accountablehq.com/post/is-openai-hipaa-compliant-what-healthcare-teams-need-to-knowsource_page	1.7%	4	1	1	Why this rank
108	atlassystems.com/blog/top-enterprise-ai-software-providerssource_page	1.7%	4	1	1	Why this rank
109	aws.amazon.com/blogs/security/securing-generative-ai-data-compliance-and-privacy-considerations/source_page	1.7%	4	1	1	Why this rank
110	blog.laozhang.ai/en/posts/gemini-api-vs-openai-vs-claudesource_page	1.7%	4	1	1	Why this rank
111	braintrust.dev/articles/ai-gateway-comparison-2026source_page	1.7%	4	1	1	Why this rank
112	classicinformatics.com/blog/top-ai-apis-to-build-intelligent-productssource_page	1.7%	4	1	1	Why this rank
113	cloud.google.com/gemini-enterprise-agent-platform/generative-ai/pricingsource_page	1.7%	4	1	1	Why this rank
114	cohere.com/source_page	1.7%	4	1	1	Why this rank
115	dev.to/pranay_batta/rate-limiting-in-llm-applications-why-you-need-it-and-how-to-build-it-5gf4source_page	1.7%	4	1	1	Why this rank
116	discuss.huggingface.co/t/batch-inference-with-huggingface-hub-for-serverless-providers/170649source_page	1.7%	4	1	1	Why this rank
117	ibm.com/think/topics/context-windowsource_page	1.7%	4	1	1	Why this rank
118	ir.com/guides/top-observability-tools-comparison-2026-smbs-vs-enterprise-platformssource_page	1.7%	4	1	1	Why this rank
119	kdnuggets.com/top-5-super-fast-llm-api-providerssource_page	1.7%	4	1	1	Why this rank
120	mightybot.ai/compare/best-ai-agent-platforms-regulated-industries/source_page	1.7%	4	1	1	Why this rank
121	mlflow.org/top-5-agent-observability-tools/source_page	1.7%	4	1	1	Why this rank
122	northflank.com/blog/ai-hosting-platformssource_page	1.7%	4	1	1	Why this rank
123	openclawdirectory.co.uk/blog/claude-vs-gemini-vs-openai-which-ai-api-is-best-for-openclaw/source_page	1.7%	4	1	1	Why this rank
124	reddit.com/r/GeminiAI/comments/1qzh7s3/which_ai_has_the_biggest_context_window/source_page	1.7%	4	1	1	Why this rank
125	reddit.com/r/LLMDevs/comments/1dnb3ob/llm_apis_price_comparison_by_model/source_page	1.7%	4	1	1	Why this rank
126	reddit.com/r/LLMDevs/comments/1jm0k28/whats_the_best_multimodel_llm_platform_for/source_page	1.7%	4	1	1	Why this rank
127	requesty.ai/modelssource_page	1.7%	4	1	1	Why this rank
128	safeswisscloud.com/en/private-ai/private-ai-api/source_page	1.7%	4	1	1	Why this rank
129	siliconflow.com/articles/en/the-best-fine-tuning-apis-for-startupssource_page	1.7%	4	1	1	Why this rank
130	together.ai/fine-tuningsource_page	1.7%	4	1	1	Why this rank
131	truefoundry.com/blog/self-hosted-open-weight-models-gatewaysource_page	1.7%	4	1	1	Why this rank
132	aitimejournal.com/top-ai-api-platforms-to-watchsource_page	1.7%	5	1	1	Why this rank
133	augmentcode.com/tools/model-routing-platforms-ai-agent-systemssource_page	1.7%	5	1	1	Why this rank
134	benchlm.ai/best/large-context-windowsource_page	1.7%	5	1	1	Why this rank
135	digitalocean.com/resources/articles/ai-inference-platformssource_page	1.7%	5	1	1	Why this rank
136	intuitionlabs.ai/articles/llm-api-pricing-comparison-2025source_page	1.7%	5	1	1	Why this rank
137	learn.microsoft.com/en-us/answers/questions/2106637/azure-openai-hipaa-compliance-statussource_page	1.7%	5	1	1	Why this rank
138	llmpricecheck.com/source_page	1.7%	5	1	1	Why this rank
139	medium.com/@AI-on-Databricks/demystifying-batch-inference-on-databricks-fef8a7900825source_page	1.7%	5	1	1	Why this rank
140	medium.com/devops-ai-decoded/top-10-llmops-tools-for-managing-ai-models-in-production-d3c18f70b328source_page	1.7%	5	1	1	Why this rank
141	metacto.com/blogs/the-true-cost-of-google-gemini-a-guide-to-api-pricing-and-integrationsource_page	1.7%	5	1	1	Why this rank
142	modal.com/resources/best-ai-infrastructure-platforms-secure-python-workloadssource_page	1.7%	5	1	1	Why this rank
143	nango.dev/blog/best-unified-api/source_page	1.7%	5	1	1	Why this rank
144	northflank.com/blog/self-hosting-ai-models-guidesource_page	1.7%	5	1	1	Why this rank
145	openrouter.ai/collections/vision-modelssource_page	1.7%	5	1	1	Why this rank
146	protegrity.com/source_page	1.7%	5	1	1	Why this rank
147	qualixsolutions.com/blog/best-cloud-provider-for-ai-inference-tasks/source_page	1.7%	5	1	1	Why this rank
148	rafay.co/ai-and-cloud-native-blog/fine-tuning-ai-models-with-tuning-as-a-service-platformssource_page	1.7%	5	1	1	Why this rank
149	reddit.com/r/LocalLLaMA/comments/195mi89/cost_comparisons_between_openai_mistral_claude/source_page	1.7%	5	1	1	Why this rank
150	regolo.ai/how-to-choose-a-privacy-first-llm-api-without-stalling-your-roadmap/source_page	1.7%	5	1	1	Why this rank
151	renezander.com/guides/llm-api-comparison/source_page	1.7%	5	1	1	Why this rank
152	runpod.io/articles/guides/ai-model-serving-architecture-building-scalable-inference-apis-for-production-applicationssource_page	1.7%	5	1	1	Why this rank
153	siliconflow.com/articles/en/the-most-developer-friendly-llm-apisource_page	1.7%	5	1	1	Why this rank
154	together.ai/source_page	1.7%	5	1	1	Why this rank
155	whatllm.org/largest-context-window-llmsource_page	1.7%	5	1	1	Why this rank
156	xurrent.com/blog/observability-toolssource_page	1.7%	5	1	1	Why this rank
157	akamai.com/resources/video/ai-inference-and-low-latency-cloud-solutionssource_page	1.7%	6	1	1	Why this rank
158	arxiv.org/html/2503.17671v1source_page	1.7%	6	1	1	Why this rank
159	cloudsecurityalliance.org/artifacts/data-security-within-ai-environmentssource_page	1.7%	6	1	1	Why this rank
160	docs.cloud.google.com/gemini-enterprise-agent-platform/models/quotassource_page	1.7%	6	1	1	Why this rank
161	elvex.com/blog/context-length-comparison-ai-models-2026source_page	1.7%	6	1	1	Why this rank
162	finetunedb.com/source_page	1.7%	6	1	1	Why this rank
163	fireworks.ai/blog/batch-apisource_page	1.7%	6	1	1	Why this rank
164	getmaxim.ai/articles/top-5-ai-gateways-for-multi-model-routing/source_page	1.7%	6	1	1	Why this rank
165	gravitee.io/blog/top-principles-api-design-robust-scalable-efficient-apissource_page	1.7%	6	1	1	Why this rank
166	helicone.ai/blog/llm-api-providerssource_page	1.7%	6	1	1	Why this rank
167	honeybadger.io/blog/observability-platforms/source_page	1.7%	6	1	1	Why this rank
168	infrabase.ai/inference-apissource_page	1.7%	6	1	1	Why this rank
169	laminar.sh/article/top-6-agent-observability-platformssource_page	1.7%	6	1	1	Why this rank
170	modal.com/startupssource_page	1.7%	6	1	1	Why this rank
171	morphllm.com/llm-context-window-comparisonsource_page	1.7%	6	1	1	Why this rank
172	reddit.com/r/datascience/comments/1nhy9qb/free_llm_api_providers/source_page	1.7%	6	1	1	Why this rank
173	reddit.com/r/mlops/comments/1trkvfy/anybody_ran_the_numbers_and_decided_self_hosting/source_page	1.7%	6	1	1	Why this rank
174	signalfire.com/blog/comparing-llm-fine-tuning-methodssource_page	1.7%	6	1	1	Why this rank
175	siliconflow.com/articles/en/the-top-open-source-AI-APIssource_page	1.7%	6	1	1	Why this rank
176	yourgpt.ai/tools/openai-and-other-llm-api-pricing-calculatorsource_page	1.7%	6	1	1	Why this rank
177	zuplo.com/learning-center/best-api-gateways-ai-llm-workloads-2026source_page	1.7%	6	1	1	Why this rank
178	augmentcode.com/tools/best-observability-platformssource_page	1.7%	7	1	1	Why this rank
179	blankfactor.com/insights/blog/best-enterprise-ai-tools-for-development-teams/source_page	1.7%	7	1	1	Why this rank
180	blog.dailydoseofds.com/p/batch-inference-with-mymagicai-apisource_page	1.7%	7	1	1	Why this rank
181	developers.openai.com/api/docs/guides/model-optimizationsource_page	1.7%	7	1	1	Why this rank
182	dust.tt/blog/ai-platform-integrates-various-language-modelssource_page	1.7%	7	1	1	Why this rank
183	featherless.ai/blog/llm-api-pricing-comparison-2026-complete-guide-inference-costssource_page	1.7%	7	1	1	Why this rank
184	getmaxim.ai/articles/top-5-enterprise-ai-gateways-to-reduce-llm-cost-and-latency/source_page	1.7%	7	1	1	Why this rank
185	medium.com/data-science-in-your-pocket/minimax-text-01-the-llm-with-the-largest-context-window-53b6ad5c17e3source_page	1.7%	7	1	1	Why this rank
186	pydantic.dev/articles/best-ai-observability-platformsource_page	1.7%	7	1	1	Why this rank
187	reddit.com/r/LocalLLaMA/comments/1ivn6pj/google_ai_studio_free_whats_the_daily_limits/source_page	1.7%	7	1	1	Why this rank
188	reddit.com/r/mlops/comments/1v66bx6/architecting_a_dynamic_batching_api_for/source_page	1.7%	7	1	1	Why this rank
189	reintech.io/blog/gemini-vs-gpt4-vs-claude-api-comparisonsource_page	1.7%	7	1	1	Why this rank
190	runpod.io/use-cases/inferencesource_page	1.7%	7	1	1	Why this rank
191	community.openai.com/t/large-context-window-what-are-you-using-it-for/1241320source_page	1.7%	8	1	1	Why this rank
192	github.com/uplabzh/best-ai-api-toolssource_page	1.7%	8	1	1	Why this rank
193	oracle.com/artificial-intelligence/fine-tuning/source_page	1.7%	8	1	1	Why this rank
194	reddit.com/r/LocalLLM/comments/1tnjeu9/what_ai_model_would_you_recommend_for_long/source_page	1.7%	8	1	1	Why this rank
195	sneos.com/share/2026-04-12-llm-api-rate-limits-comparison-1311source_page	1.7%	8	1	1	Why this rank
196	tianpan.co/blog/2026-04-13-open-weight-models-production-when-llama-beats-apisource_page	1.7%	8	1	1	Why this rank
197	truefoundry.com/docs/ai-gateway/batch-predictions-with-truefoundry-llm-gatewaysource_page	1.7%	8	1	1	Why this rank
198	university.tenten.co/t/top-llm-apis-compared-openai-llama-gemini-sonar-claude-september-2024/1424source_page	1.7%	8	1	1	Why this rank
199	azumo.com/artificial-intelligence/ai-insights/llm-deployment-api-vs-self-hostingsource_page	1.7%	9	1	1	Why this rank
200	epoch.ai/data-insights/context-windowssource_page	1.7%	9	1	1	Why this rank
201	inworld.ai/resources/fastest-llm-inference-apisource_page	1.7%	9	1	1	Why this rank

Some explanation inputs are unavailable Missing: publicFrozenEvidence, comparablePriorRanking.

Published rank: #24
Score: 3.333 percent
Sample size: 60

100% confidence · 41% component coverage · as of Aug 2, 2026, 12:00 AM UTC

SCORE CONSTRUCTION

Component ledger

7/17 evidenced

Components contributing to databricks.com/blog/introducing-serverless-batch-inference's rank
Component	Value	Weight	Contribution	Evidence	Status
aggregateArtifactHash	1f763a33359bebb8e48d985d904fde39b718b07465e8a978a28da78214687771	Unavailable	—	0	unavailableno_public_frozen_evidence
answerDenominator	60	Unavailable	60	0	unavailableno_public_frozen_evidence
canonicalHostname	databricks.com	Unavailable	—	0	unavailableno_public_frozen_evidence
canonicalPageUrl	https://databricks.com/blog/introducing-serverless-batch-inference	Unavailable	—	0	unavailableno_public_frozen_evidence
engineDenominator	3	Unavailable	3	0	unavailableno_public_frozen_evidence
positionDenominator	2	Unavailable	2	0	unavailableno_public_frozen_evidence
positionNumerator	7	Unavailable	7	0	unavailableno_public_frozen_evidence
promptDenominator	20	Unavailable	20	0	unavailableno_public_frozen_evidence
public prompt page answer coverage	3.333333	100%	3.333	1	available
public prompt page best position	3	0%	0	1	available
public prompt page cited answer count	2	0%	0	1	available
public prompt page engine breadth	2	0%	0	1	available
public prompt page mean position	3.5	0%	0	1	available
public prompt page median position	3.5	0%	0	1	available
public prompt page prompt breadth	1	0%	0	1	available
queryStringsPublished	0	Unavailable	—	0	unavailableno_public_frozen_evidence
sourceVisibilityOnly	1	Unavailable	—	0	unavailableno_public_frozen_evidence

WHY IT MOVED

new since prior snapshot

No rank delta

no_prior_published_snapshot

No component moved since the prior snapshot.

PRIMARY EVIDENCE

Source trail

7 public records

Cited-answer coveragepublic prompt page answer coverage · observed Aug 2, 2026, 12:00 AM UTC3.333 percent100% confidence
Source
Rank.ai AI API Brands Prompt Benchmark
Grade
A
Freshness
fresh
Locator
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Open primary evidence ↗
Best citation positionpublic prompt page best position · observed Aug 2, 2026, 12:00 AM UTC3 position100% confidence
Source
Rank.ai AI API Brands Prompt Benchmark
Grade
A
Freshness
fresh
Locator
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Open primary evidence ↗
Cited answerspublic prompt page cited answer count · observed Aug 2, 2026, 12:00 AM UTC2 answers100% confidence
Source
Rank.ai AI API Brands Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["b14c9f86-e10c-436d-8e2a-bca8dcc31830","ffa7083c-a07c-40be-aa1c-883681e6f71f","7a5fd810-aed3-40d4-a360-067a8b2dbbf9","f413aacd-f134-4434-81d3-85165c98f832","832b1149-869b-4988-903a-1fea91b85eb6","d36a7889-4657-4041-a1aa-2b9eca191d92","9d10bc79-4ad4-4765-b022-abc2797abbd1","2b18bcf7-799e-4d20-9c51-c429414678f5","838c327f-6b83-4b41-a487-a9eaf5cdabd6","f9319634-8a01-453d-aee3-f4c9ed3a8146","e77f521d-704b-4f29-9b40-0edb71eb45d1","f8c8e9cb-dce0-4543-8515-843b47ca2fc7","cd67b845-fe45-4c0e-a370-33da85fea6c9","5fb13eab-70cc-4ec0-96c5-33db87d64092","4f29b789-8106-4749-881b-468035dd5a7b","7801cc6d-3a24-4f6f-beb4-a20d7d965c99","ff76fd27-6412-4593-b08e-5bfb4d3bb344","550e430b-f1a8-4858-afe8-c4a07b6f6b95","57d063b8-ccca-4a88-9b64-23498d4d7dbb","bfa9c46a-9cf0-4c6e-8516-bb2e06af2125","2de92642-e9c0-40c1-8499-5430297eac66","2baccbd6-b84c-4a7b-9d92-a6e331ccdd62","bb0d57af-8861-4f8c-bbf3-e5c371863440","71b08de4-ff8d-41b4-bbf3-9a9950d2d8fd","f0d5e9dc-2d2d-4c49-8a62-1e1d7feac8f3","0056123d-b590-46c0-a171-da174ea01f0d","488d9d3a-ee8b-4f7c-902e-3382b23da7c7","6972d4dd-aa0e-4924-8e6f-6d7e1a3de2e1","3f8d79e7-2808-4fc5-8723-288700bd5618","f8772cf6-875a-4606-af9b-25d432acf213","3e1ced12-b510-430e-8812-22e17ffd998e","6b706326-6a56-4382-9b0d-e290ca214857","ad1455b6-ba75-4441-adb7-1610824ae80f","c8af3e2a-dd58-430e-bad2-bbe4e4bfb3a3","8161643e-ff22-4eaa-85d7-1376bb8a70b6","ff8be3c1-fae9-4470-99a0-dc73eaf77b9a","2755fb80-357c-44d1-b9ba-8010b2b66e1b","18f463cb-8043-4d90-8428-8fab53184149","c0a2affd-95eb-4c41-be50-d4ac807b423e","f430cd9b-4eff-483e-9407-1eae0b2e4e3d","9f63088c-4ae8-43e4-8e91-12cfdf345be1","ebe77eab-e71b-439e-b4ed-449849528875","d754a3fc-b83b-4d85-b2a9-df5907cbbf39","4946d8eb-054e-4c03-a232-c5b9adb9d6ae","6e676f6f-d492-4650-9d39-7ba73e1b8575","2f5a26d2-9931-4bca-9828-417ecdf05c73","dea94d4a-3758-4fe5-b720-62541c579eaa","ed0746cb-d204-4f83-a63a-aeaa1bb68107","990ad610-7148-4914-b700-8e7a43732a6f","0d48ffdb-d0aa-4723-86bd-67213e0940ba","1dc2c6fd-f44a-4cce-86b8-29fa0987ba35","7795995d-a8a3-4c48-a90d-d1a01b7b36a0","0d274fca-d985-49ed-b152-b2e290a1aa72","95a5abe3-b835-4b2e-99c1-7cb98f090bc1","cb413fea-dd27-482f-a538-658b101de58f","62ed7997-5092-4bd3-be12-8dd3522f88a8","ccecc040-e62e-4802-9c65-98641edb95b5","8e0b955a-7155-4462-8710-b987108e7155","eca81857-6339-4306-bd83-d934c3339783","658954c1-185d-4078-aa01-12cce403fc22"],"benchmarkVersion":"4-ai-model-api-platforms-2026-07-26-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Engine breadthpublic prompt page engine breadth · observed Aug 2, 2026, 12:00 AM UTC2 engines100% confidence
Source
Rank.ai AI API Brands Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["b14c9f86-e10c-436d-8e2a-bca8dcc31830","ffa7083c-a07c-40be-aa1c-883681e6f71f","7a5fd810-aed3-40d4-a360-067a8b2dbbf9","f413aacd-f134-4434-81d3-85165c98f832","832b1149-869b-4988-903a-1fea91b85eb6","d36a7889-4657-4041-a1aa-2b9eca191d92","9d10bc79-4ad4-4765-b022-abc2797abbd1","2b18bcf7-799e-4d20-9c51-c429414678f5","838c327f-6b83-4b41-a487-a9eaf5cdabd6","f9319634-8a01-453d-aee3-f4c9ed3a8146","e77f521d-704b-4f29-9b40-0edb71eb45d1","f8c8e9cb-dce0-4543-8515-843b47ca2fc7","cd67b845-fe45-4c0e-a370-33da85fea6c9","5fb13eab-70cc-4ec0-96c5-33db87d64092","4f29b789-8106-4749-881b-468035dd5a7b","7801cc6d-3a24-4f6f-beb4-a20d7d965c99","ff76fd27-6412-4593-b08e-5bfb4d3bb344","550e430b-f1a8-4858-afe8-c4a07b6f6b95","57d063b8-ccca-4a88-9b64-23498d4d7dbb","bfa9c46a-9cf0-4c6e-8516-bb2e06af2125","2de92642-e9c0-40c1-8499-5430297eac66","2baccbd6-b84c-4a7b-9d92-a6e331ccdd62","bb0d57af-8861-4f8c-bbf3-e5c371863440","71b08de4-ff8d-41b4-bbf3-9a9950d2d8fd","f0d5e9dc-2d2d-4c49-8a62-1e1d7feac8f3","0056123d-b590-46c0-a171-da174ea01f0d","488d9d3a-ee8b-4f7c-902e-3382b23da7c7","6972d4dd-aa0e-4924-8e6f-6d7e1a3de2e1","3f8d79e7-2808-4fc5-8723-288700bd5618","f8772cf6-875a-4606-af9b-25d432acf213","3e1ced12-b510-430e-8812-22e17ffd998e","6b706326-6a56-4382-9b0d-e290ca214857","ad1455b6-ba75-4441-adb7-1610824ae80f","c8af3e2a-dd58-430e-bad2-bbe4e4bfb3a3","8161643e-ff22-4eaa-85d7-1376bb8a70b6","ff8be3c1-fae9-4470-99a0-dc73eaf77b9a","2755fb80-357c-44d1-b9ba-8010b2b66e1b","18f463cb-8043-4d90-8428-8fab53184149","c0a2affd-95eb-4c41-be50-d4ac807b423e","f430cd9b-4eff-483e-9407-1eae0b2e4e3d","9f63088c-4ae8-43e4-8e91-12cfdf345be1","ebe77eab-e71b-439e-b4ed-449849528875","d754a3fc-b83b-4d85-b2a9-df5907cbbf39","4946d8eb-054e-4c03-a232-c5b9adb9d6ae","6e676f6f-d492-4650-9d39-7ba73e1b8575","2f5a26d2-9931-4bca-9828-417ecdf05c73","dea94d4a-3758-4fe5-b720-62541c579eaa","ed0746cb-d204-4f83-a63a-aeaa1bb68107","990ad610-7148-4914-b700-8e7a43732a6f","0d48ffdb-d0aa-4723-86bd-67213e0940ba","1dc2c6fd-f44a-4cce-86b8-29fa0987ba35","7795995d-a8a3-4c48-a90d-d1a01b7b36a0","0d274fca-d985-49ed-b152-b2e290a1aa72","95a5abe3-b835-4b2e-99c1-7cb98f090bc1","cb413fea-dd27-482f-a538-658b101de58f","62ed7997-5092-4bd3-be12-8dd3522f88a8","ccecc040-e62e-4802-9c65-98641edb95b5","8e0b955a-7155-4462-8710-b987108e7155","eca81857-6339-4306-bd83-d934c3339783","658954c1-185d-4078-aa01-12cce403fc22"],"benchmarkVersion":"4-ai-model-api-platforms-2026-07-26-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Mean citation positionpublic prompt page mean position · observed Aug 2, 2026, 12:00 AM UTC3.5 position100% confidence
Source
Rank.ai AI API Brands Prompt Benchmark
Grade
A
Freshness
fresh
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Open primary evidence ↗
Median citation positionpublic prompt page median position · observed Aug 2, 2026, 12:00 AM UTC3.5 position100% confidence
Source
Rank.ai AI API Brands Prompt Benchmark
Grade
A
Freshness
fresh
Locator
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Open primary evidence ↗
Prompt breadthpublic prompt page prompt breadth · observed Aug 2, 2026, 12:00 AM UTC1 prompts100% confidence
Source
Rank.ai AI API Brands Prompt Benchmark
Grade
A
Freshness
fresh
Locator
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