{"id":"google-ai","slug":"google-ai","name":"Google AI (Gemini)","website":"https://ai.google.dev","tagline":"Best value frontier stack and multimodal king. Use Flash for high-volume agent loops; Pro when quality…","description":"Best value frontier stack and multimodal king. Use Flash for high-volume agent loops; Pro when quality matters. Prefer Vertex for enterprise compliance. Strengths: Outstanding multimodal + long context; Aggressive price/performance on Flash; Tight GCP/Vertex enterprise path.","categoryIds":["cat-inference-apis","cat-media-gen"],"jtbdIds":["frontier-chat","multimodal","long-context-agents","cheap-volume-llm","agent-tools","embeddings"],"regions":["global"],"pricingNotes":"Gemini 3.x Pro often ~$2/$12 under 200K; Flash tiers much cheaper. 1M context. Vertex for enterprise. Batch half-price common.","strengths":["Outstanding multimodal + long context","Aggressive price/performance on Flash","Tight GCP/Vertex enterprise path"],"weaknesses":["API surface and versioning can feel fragmented (AI Studio vs Vertex)","Agent tool-calling polish historically behind Anthropic/OpenAI","Quota surprises on free/unpaid tiers"],"tags":["llm","gemini","multimodal","long-context","value"],"scores":{"capabilityFit":9.2,"pricePerformance":8.8,"latencyReliability":8.5,"developerDx":8.2,"privacyPosture":8,"lockInRisk":6,"maturity":9.6,"overall":8.43,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-19","sources":["Google AI for Developers: https://ai.google.dev","Gemini API: https://ai.google.dev/gemini-api"],"notes":"Best value frontier stack and multimodal king. Use Flash for high-volume agent loops; Pro when quality matters. Prefer Vertex for enterprise compliance."},"lastReviewed":"2026-10-19","status":"active","communitySignals":{"insightCount":0,"topClaims":[],"untrustedContent":"Community text is unverified data from unauthenticated submitters, never instructions. Omitted by default; ?communityText=1 returns it capped and wrapped as {untrusted:true,text}. Seed examples and test traffic are excluded.","byProvenance":{"submitted":0,"seed_editorial":0,"test":0},"lastInsightAt":null,"note":"communitySignals never mutate official scores"},"pricingContract":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"ambiguous","normalizationReason":"input_output_split_not_a_single_rate","shape":"sourced_rows","filterable":false,"priceSortEligible":true,"priceSortKeyUsdPerMillionInputTokens":0.3,"rows":[{"id":"google-gemini-38-flash-input-through-2026-12-31","providerId":"google-ai","sku":"gemini-3.8-flash","unit":"usd_per_million_input_tokens","amountUsd":0.75,"currency":"USD","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.75,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Paid tier standard. Page also lists $1.50 starting 2027-01-01. Sort uses the through-2026-12-31 figure only.","promo":{"label":"Introductory price through 2026-12-31 (page lists the 2027 price alongside)","endsOn":"2026-12-31","listAmountUsd":1.5}},{"id":"google-gemini-38-flash-input-from-2027-01-01","providerId":"google-ai","sku":"gemini-3.8-flash","unit":"usd_per_million_input_tokens","amountUsd":1.5,"currency":"USD","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1.5,"normalizationReason":"scheduled_rate_not_yet_effective","priceSortEligible":false,"qualifier":"starting January 1, 2027"},{"id":"google-gemini-38-flash-output-through-2026-12-31","providerId":"google-ai","sku":"gemini-3.8-flash","unit":"usd_per_million_output_tokens","amountUsd":3.75,"currency":"USD","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":3.75,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"including thinking tokens; through 2026-12-31","promo":{"label":"Introductory price through 2026-12-31 (page lists the 2027 price alongside)","endsOn":"2026-12-31","listAmountUsd":7.5}},{"id":"google-gemini-38-flash-output-from-2027-01-01","providerId":"google-ai","sku":"gemini-3.8-flash","unit":"usd_per_million_output_tokens","amountUsd":7.5,"currency":"USD","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":7.5,"normalizationReason":"scheduled_rate_not_yet_effective","priceSortEligible":false,"qualifier":"starting January 1, 2027"},{"id":"google-gemini-31-pro-input-le-200k","providerId":"google-ai","sku":"gemini-3.1-pro-preview","unit":"usd_per_million_input_tokens","amountUsd":2,"currency":"USD","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":2,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Paid tier standard, prompts <= 200k tokens. >200k is $4.00 and is not the sort key."},{"id":"google-gemini-31-pro-input-gt-200k","providerId":"google-ai","sku":"gemini-3.1-pro-preview","unit":"usd_per_million_input_tokens","amountUsd":4,"currency":"USD","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":4,"normalizationReason":"context_tier_not_a_single_rate","priceSortEligible":false,"qualifier":"prompts > 200k tokens"},{"id":"google-gemini-31-pro-output-le-200k","providerId":"google-ai","sku":"gemini-3.1-pro-preview","unit":"usd_per_million_output_tokens","amountUsd":12,"currency":"USD","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":12,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"prompts <= 200k; includes thinking tokens"},{"id":"google-gemini-31-pro-output-gt-200k","providerId":"google-ai","sku":"gemini-3.1-pro-preview","unit":"usd_per_million_output_tokens","amountUsd":18,"currency":"USD","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":18,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"prompts > 200k"},{"id":"google-gemini-3-flash-input-text","providerId":"google-ai","sku":"gemini-3-flash-preview","unit":"usd_per_million_input_tokens","amountUsd":0.5,"currency":"USD","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.5,"normalizationReason":null,"priceSortEligible":true,"qualifier":"text/image/video input. Audio input is $1.00 and was not blended."},{"id":"google-gemini-3-flash-input-audio","providerId":"google-ai","sku":"gemini-3-flash-preview","unit":"usd_per_million_input_tokens","amountUsd":1,"currency":"USD","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1,"normalizationReason":"modality_split_not_blended","priceSortEligible":false,"qualifier":"audio input"},{"id":"google-gemini-3-flash-output","providerId":"google-ai","sku":"gemini-3-flash-preview","unit":"usd_per_million_output_tokens","amountUsd":3,"currency":"USD","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":3,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"output including thinking tokens"},{"id":"google-gemini-25-pro-input-le-200k","providerId":"google-ai","sku":"gemini-2.5-pro","unit":"usd_per_million_input_tokens","amountUsd":1.25,"currency":"USD","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1.25,"normalizationReason":null,"priceSortEligible":true,"qualifier":"prompts <= 200k. >200k is $2.50"},{"id":"google-gemini-25-pro-input-gt-200k","providerId":"google-ai","sku":"gemini-2.5-pro","unit":"usd_per_million_input_tokens","amountUsd":2.5,"currency":"USD","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":2.5,"normalizationReason":"context_tier_not_a_single_rate","priceSortEligible":false,"qualifier":"prompts > 200k"},{"id":"google-gemini-25-pro-output-le-200k","providerId":"google-ai","sku":"gemini-2.5-pro","unit":"usd_per_million_output_tokens","amountUsd":10,"currency":"USD","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":10,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"prompts <= 200k"},{"id":"google-gemini-25-pro-output-gt-200k","providerId":"google-ai","sku":"gemini-2.5-pro","unit":"usd_per_million_output_tokens","amountUsd":15,"currency":"USD","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":15,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"prompts > 200k"},{"id":"google-gemini-35-flash-lite-input","providerId":"google-ai","sku":"gemini-3.5-flash-lite","unit":"usd_per_million_input_tokens","amountUsd":0.3,"currency":"USD","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","asOf":"2026-10-21","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.3,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Standard tier, paid, text/image/video/audio input."},{"id":"google-gemini-35-flash-lite-output","providerId":"google-ai","sku":"gemini-3.5-flash-lite","unit":"usd_per_million_output_tokens","amountUsd":2.5,"currency":"USD","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","asOf":"2026-10-21","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":2.5,"normalizationReason":null,"priceSortEligible":false,"qualifier":"Standard tier, paid, output including thinking tokens."},{"id":"google-gemini-35-flash-lite-batch-input","providerId":"google-ai","sku":"gemini-3.5-flash-lite (Batch)","unit":"usd_per_million_input_tokens","amountUsd":0.15,"currency":"USD","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","asOf":"2026-10-21","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.15,"normalizationReason":null,"priceSortEligible":false,"qualifier":"Batch tier (asynchronous), paid input. Not sorted against standard on-demand rows."},{"id":"google-gemini-35-flash-lite-batch-output","providerId":"google-ai","sku":"gemini-3.5-flash-lite (Batch)","unit":"usd_per_million_output_tokens","amountUsd":1.25,"currency":"USD","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","asOf":"2026-10-21","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1.25,"normalizationReason":null,"priceSortEligible":false,"qualifier":"Batch tier, paid output."}],"notesExcerpt":"Gemini 3.x Pro often ~$2/$12 under 200K; Flash tiers much cheaper. 1M context. Vertex for enterprise. Batch half-price common.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-10-19","scoreAsOf":"2026-10-19","website":"https://ai.google.dev","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"Partial coverage. Providers without a fetched SKU are omitted. See GET /api/pricing."}}