{"jtbd":{"id":"edge-llm-inference","slug":"edge-llm-inference","name":"Edge-colocated LLM inference","shortName":"Edge-colocated LLM inference","problemStatement":"Agent runs on edge/Workers and needs low-latency small/open models next to the runtime."},"pick":{"id":"cloudflare-workers-ai","slug":"cloudflare-workers-ai","name":"Cloudflare Workers AI","tagline":"Best when your agent already runs on Workers and you want colocated small/open models. Not a frontier brain.","website":"https://developers.cloudflare.com/workers-ai/","overall":7.69,"scoreBand":{"low":7.1,"mid":7.7,"high":8.3,"halfWidth":0.6,"basis":"editorial_prior","display":"7.1–8.3 (editorial prior)"},"scoreLayers":{"editorialPrior":7.69,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-10-24 (developers.cloudflare.com/workers-ai/platform/pricing, fetched 2026-10-24): '$0.011 per 1,000 Neurons' with '10,000 Neurons per day at no charge' on both Workers Free and Workers Paid ('All limits reset daily at 00:00 UTC.'). 'To use more than 10,000 Neurons per day, you need to sign up for the Workers Paid plan'. 'Some models require a paid billing method' (listed Kimi K2.6/K2.7-code, GLM-5.2/5.3 and DeepSeek V4 models), payable via Workers Paid or 'prepaid AI Gateway credits'. Per-model token prices are shown as equivalents while 'still billing in neurons in the back end': @cf/meta/llama-3.1-8b-instruct-fp8-fast $0.045/$0.384 per M input/output tokens ('$0.045 per M input tokens', '$0.384 per M output tokens'); @cf/openai/gpt-oss-120b $0.350/$0.750 per M input/output tokens ('$0.350 per M input tokens', '$0.750 per M output tokens'); @cf/baai/bge-m3 '$0.012 per M input tokens'.","scores":{"capabilityFit":6.8,"pricePerformance":8.5,"latencyReliability":8.2,"developerDx":8.4,"privacyPosture":8,"lockInRisk":4.5,"maturity":7.8,"overall":7.69,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},"runnersUp":[{"id":"groq","slug":"groq","name":"Groq","tagline":"Use when latency is the product. Do not build your whole company on one Groq model SKU — they rotate.","website":"https://groq.com","overall":7.95,"scoreBand":{"low":7.4,"mid":8,"high":8.6,"halfWidth":0.6,"basis":"editorial_prior","display":"7.4–8.6 (editorial prior)"},"scoreLayers":{"editorialPrior":7.95,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"Per-token with free tier; LPU inference; narrow production model set (Llama/Qwen/GPT-OSS etc.); batch discounts. Llama Guard 4 12B (model id meta-llama/llama-guard-4-12b) is still documented at console.groq.com/docs/model/meta-llama/llama-guard-4-12b as an open safety classifier; its per-token price figure was removed because it couldn't be re-sourced on 2026-10-21 (no price on that page or on console.groq.com/docs/models as of 2026-10-21). See the stored rows for sourced Groq prices, including the Llama Prompt Guard 2 classifiers.","scores":{"capabilityFit":7.8,"pricePerformance":9,"latencyReliability":8.2,"developerDx":8.8,"privacyPosture":7,"lockInRisk":5,"maturity":7.8,"overall":7.95,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},{"id":"fireworks","slug":"fireworks","name":"Fireworks AI","tagline":"Top pick for production open-model serving with real DX. Prefer over random GPU DIY when you want tokens not…","website":"https://fireworks.ai","overall":8.35,"scoreBand":{"low":7.7,"mid":8.3,"high":8.9,"halfWidth":0.6,"basis":"editorial_prior","display":"7.7–8.9 (editorial prior)"},"scoreLayers":{"editorialPrior":8.35,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"Serverless per-token + on-demand GPU; day-0 OSS model support; post-training stack. Free credits often available.","scores":{"capabilityFit":8.6,"pricePerformance":8.8,"latencyReliability":8.4,"developerDx":9,"privacyPosture":7.5,"lockInRisk":3.5,"maturity":8,"overall":8.35,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},{"id":"openrouter","slug":"openrouter","name":"OpenRouter","tagline":"Best multi-model router for agents that need failover and experimentation. Pin providers in production; don’t…","website":"https://openrouter.ai","overall":8,"scoreBand":{"low":7.4,"mid":8,"high":8.6,"halfWidth":0.6,"basis":"editorial_prior","display":"7.4–8.6 (editorial prior)"},"scoreLayers":{"editorialPrior":8,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-09-14: Multi-provider LLM router with OpenAI-compatible API; pass-through model pricing plus small platform fee. Best for prototyping multi-model and failover; production should pin critical paths to direct providers.","scores":{"capabilityFit":8.8,"pricePerformance":7.8,"latencyReliability":7.6,"developerDx":9.2,"privacyPosture":6.8,"lockInRisk":4,"maturity":7.8,"overall":8,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}}],"scoreBand":{"low":7.1,"mid":7.7,"high":8.3,"halfWidth":0.6,"basis":"editorial_prior","display":"7.1–8.3 (editorial prior)"},"scoreLayers":{"editorialPrior":7.69,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"whyPickOverHigherScore":{"pickId":"cloudflare-workers-ai","pickName":"Cloudflare Workers AI","pickScore":7.69,"highestScoredCandidateId":"fireworks","highestScoredCandidateName":"Fireworks AI","highestScore":8.35,"pickHasLowerCompositeScore":true,"delta":-0.66,"pickLeadsOnDimensions":["privacyPosture (8 vs 7.5)"],"explanation":"Cloudflare Workers AI (7.69) is the editorial pick for Edge-colocated LLM inference over higher-composite Fireworks AI (8.35) because composite scores are provider-wide priors while Cloudflare Workers AI wins on privacyPosture (8 vs 7.5): Colocation + pricePerf. Workers AI for edge; Groq for raw speed off-edge."},"cheapest":{"providerId":"cloudflare-workers-ai","providerName":"Cloudflare Workers AI","skuId":"cloudflare-workers-ai-cf-ibm-granite-granite-4-0-h-micro-in","item":"@cf/ibm-granite/granite-4.0-h-micro","plan":"@cf/ibm-granite/granite-4.0-h-micro — LLM model pricing, Price in Tokens column","unit":"usd_per_million_input_tokens","amountUsd":0.017,"isFloorPrice":true,"floorWarning":"Provider-wide floor SKU; may not be the flagship model scored for this JTBD.","skuCountInUnit":50,"isDepotPick":true,"sourceUrl":"https://developers.cloudflare.com/workers-ai/platform/pricing/","asOf":"2026-10-03","verifiedAsOf":"2026-10-27"},"recommendedWorkloadQuote":{"providerId":"cloudflare-workers-ai","providerName":"Cloudflare Workers AI","skuId":"cloudflare-workers-ai-cf-baai-bge-reranker-base-in","item":"@cf/baai/bge-reranker-base","plan":"@cf/baai/bge-reranker-base — Other model pricing, not the LLM table","unit":"usd_per_million_input_tokens","amountUsd":0.003,"outputSkuId":null,"outputItem":null,"outputAmountUsd":null,"outputUnit":null,"sourceUrl":"https://developers.cloudflare.com/workers-ai/platform/pricing/","asOf":"2026-10-03","pricingLastVerifiedAt":"2026-10-27","isFlagshipForJob":false,"differsFromFloorCheapest":false,"representativeQuote":{"skuId":"cloudflare-workers-ai-cf-baai-bge-reranker-base-in","item":"@cf/baai/bge-reranker-base","plan":"@cf/baai/bge-reranker-base — Other model pricing, not the LLM table","amountUsd":0.003,"inputOrUnitUsd":0.003,"unit":"usd_per_million_input_tokens","outputUsd":null,"outputUnit":null,"sourceUrl":"https://developers.cloudflare.com/workers-ai/platform/pricing/","asOf":"2026-10-03"},"estimatedTaskCost":{"tasks":1000,"retryAndToolOverheadMultiplier":1.15,"retryToolOverheadMultiplier":1.15,"inputTokensPerTask":4000,"outputTokensPerTask":0,"baseCostPer1kTasksUsd":0.012,"totalUsd":0.0138,"estimatedTotalUsd":0.0138,"perTaskUsd":0.000014,"estimatedCostPerTaskUsd":0.000014,"formula":"((4,000 tokens * $0.003/1M) * 1,000 tasks) * 1.15 overhead","assumptions":"1,000 agent tasks @ 4k input + 1k output tokens/task with 1.15x retry/tool-call overhead."}},"representativeQuote":{"skuId":"cloudflare-workers-ai-cf-baai-bge-reranker-base-in","item":"@cf/baai/bge-reranker-base","plan":"@cf/baai/bge-reranker-base — Other model pricing, not the LLM table","amountUsd":0.003,"inputOrUnitUsd":0.003,"unit":"usd_per_million_input_tokens","outputUsd":null,"outputUnit":null,"sourceUrl":"https://developers.cloudflare.com/workers-ai/platform/pricing/","asOf":"2026-10-03"},"estimatedTaskCost":{"tasks":1000,"retryAndToolOverheadMultiplier":1.15,"retryToolOverheadMultiplier":1.15,"inputTokensPerTask":4000,"outputTokensPerTask":0,"baseCostPer1kTasksUsd":0.012,"totalUsd":0.0138,"estimatedTotalUsd":0.0138,"perTaskUsd":0.000014,"estimatedCostPerTaskUsd":0.000014,"formula":"((4,000 tokens * $0.003/1M) * 1,000 tasks) * 1.15 overhead","assumptions":"1,000 agent tasks @ 4k input + 1k output tokens/task with 1.15x retry/tool-call overhead."},"freeAlternatives":[{"id":"cloudflare-workers-ai-neurons","name":"Cloudflare Workers AI daily neurons","kind":"free_inference","providerId":"cloudflare-workers-ai","jtbdIds":["cheap-volume-llm","edge-llm-inference","budget-open-inference"],"whatYouGet":"10,000 Neurons per day at no charge on Workers Free and Workers Paid. 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The page lists @cf/moonshotai/kimi-k2.6, @cf/moonshotai/kimi-k2.7-code, @cf/zai-org/glm-5.2, @cf/zai-org/glm-5.3, @cf/zai-org/glm-5.3-flash, @cf/deepseek-ai/deepseek-v4-flash-0731, @cf/deepseek-ai/deepseek-v4.1-flash-1017 and @cf/deepseek-ai/deepseek-v4-pro-0813 ('You can access these models with either the Workers Paid plan or prepaid AI Gateway credits'); these are not free. Per-model token prices are not a $0 SKU.","license":null,"asOf":"2026-10-25","freeType":"free_inference","substitutable":true},{"id":"llama-cpp","name":"llama.cpp","kind":"local_runtime","jtbdIds":["open-model-inference","budget-open-inference","edge-llm-inference"],"whatYouGet":"C/C++ GGUF inference CLI and server. Weights are not included.","cost":"oss","license":"MIT","sourceUrl":"https://github.com/ggml-org/llama.cpp/blob/master/LICENSE","notes":"LICENSE fetched 2026-10-03, copyright 2023-2026 The ggml authors. Re-fetched twice 2026-10-25 (~10 s apart, plain curl, no login): the GitHub blob page answered HTTP 200 both times (page chrome differs between fetches), so the raw file https://raw.githubusercontent.com/ggml-org/llama.cpp/master/LICENSE was also fetched twice (HTTP 200, byte-identical): 'MIT License' / 'Copyright (c) 2023-2026 The ggml authors'. License unchanged.","providerId":null,"limits":null,"asOf":"2026-10-25","freeType":"local_runtime","substitutable":true}],"referenceDocs":[],"falsification":{"jtbdId":"edge-llm-inference","jtbdName":"Edge-colocated LLM inference","currentPickId":"cloudflare-workers-ai","currentPickScore":7.69,"challengerId":"groq","challengerScore":7.95,"currentScoreGap":0.26,"minVerifiedOutcomes":10,"requiredOutcomeMargin":0.41,"requiredSuccessRateDelta":0.15,"maxPickPriceIncreasePct":25,"whatWouldChangePick":["Groq (groq) outperforms Cloudflare Workers AI (cloudflare-workers-ai) by >= 0.41 outcome points (or >= 15% worked-rate delta) across >= 10 Countersign-verified production outcomes.","A verified price increase > 25% on Cloudflare Workers AI's representative SKU for edge-llm-inference without a corresponding capability gain.","Live caller rail exhaustion (?exhausted=cloudflare-workers-ai) or sustained >= 30% degraded/failed rate in verified production outcomes."],"frozenHoldoutPolicy":{"holdoutSplit":"20% frozen benchmark holdout tasks + 80% live production outcome receipts","requireCountersignReceipt":true,"requiredEvidenceTiers":["outcome_verified","reference_checked"],"minDistinctContributors":2,"antiGamingRule":"Unverified self-reports and seed/editorial rows never mutate picks or scores."},"triggers":[{"kind":"verified_outcomes_outperformance","challengerId":"groq","minVerifiedOutcomes":10,"requiredOutcomeMargin":0.41,"requiredWorkedRateDelta":0.15},{"kind":"verified_price_increase","providerId":"cloudflare-workers-ai","maxPriceIncreasePct":25},{"kind":"live_rail_exhaustion_or_degradation","providerId":"cloudflare-workers-ai","immediateOverrideUrl":"/api/decide?jtbd=edge-llm-inference&exhausted=cloudflare-workers-ai"}],"submissionSpec":{"falsifyEndpoint":"/api/falsify?jtbd=edge-llm-inference","outcomesEndpoint":"POST /api/feedback","correctionsEndpoint":"POST /api/corrections","payloadTemplate":{"agentIdentity":"agent:<your-agent-id>","jtbdId":"edge-llm-inference","providerId":"groq","outcome":"worked","detail":"Comparative production evaluation on edge-llm-inference (n>=10 tasks) with Countersign receipt.","confidence":"high","receipt":{"countersign":{"claim_id":"cs-00000000","status":"verified","evidence_tier":"outcome_verified","counts_as_verified":true}}}}},"whatWouldChangePick":["Groq (groq) outperforms Cloudflare Workers AI (cloudflare-workers-ai) by >= 0.41 outcome points (or >= 15% worked-rate delta) across >= 10 Countersign-verified production outcomes.","A verified price increase > 25% on Cloudflare Workers AI's representative SKU for edge-llm-inference without a corresponding capability gain.","Live caller rail exhaustion (?exhausted=cloudflare-workers-ai) or sustained >= 30% degraded/failed rate in verified production outcomes."],"routePlan":{"jtbdId":"edge-llm-inference","primary":{"providerId":"cloudflare-workers-ai","name":"Cloudflare Workers AI","overall":7.69,"scoreBand":{"low":7.1,"mid":7.7,"high":8.3,"halfWidth":0.6,"basis":"editorial_prior","display":"7.1–8.3 (editorial prior)"},"scoreLayers":{"editorialPrior":7.69,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","role":"primary","reason":"Editorial Depot Pick for Edge-colocated LLM inference; 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Neuron column not multiplied."},{"id":"cloudflare-workers-ai-cf-qwen-qwen3-30b-a3b-fp8-out","providerId":"cloudflare-workers-ai","sku":"@cf/qwen/qwen3-30b-a3b-fp8","unit":"usd_per_million_output_tokens","amountUsd":0.335,"currency":"USD","sourceUrl":"https://developers.cloudflare.com/workers-ai/platform/pricing/","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.335,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"LLM model pricing, Price in Tokens column. Neuron column not multiplied."},{"id":"cloudflare-workers-ai-cf-qwen-qwen3-8-27b-in","providerId":"cloudflare-workers-ai","sku":"@cf/qwen/qwen3.8-27b","unit":"usd_per_million_input_tokens","amountUsd":0.45,"currency":"USD","sourceUrl":"https://developers.cloudflare.com/workers-ai/platform/pricing/","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.45,"normalizationReason":null,"priceSortEligible":true,"qualifier":"LLM model pricing, Price in Tokens column. Neuron column not multiplied."},{"id":"cloudflare-workers-ai-cf-qwen-qwen3-8-27b-out","providerId":"cloudflare-workers-ai","sku":"@cf/qwen/qwen3.8-27b","unit":"usd_per_million_output_tokens","amountUsd":3.2,"currency":"USD","sourceUrl":"https://developers.cloudflare.com/workers-ai/platform/pricing/","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":3.2,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"LLM model pricing, Price in Tokens column. Neuron column not multiplied."},{"id":"cloudflare-workers-ai-cf-openai-gpt-oss-120b-in","providerId":"cloudflare-workers-ai","sku":"@cf/openai/gpt-oss-120b","unit":"usd_per_million_input_tokens","amountUsd":0.35,"currency":"USD","sourceUrl":"https://developers.cloudflare.com/workers-ai/platform/pricing/","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.35,"normalizationReason":null,"priceSortEligible":true,"qualifier":"LLM model pricing, Price in Tokens column. Neuron column not multiplied."},{"id":"cloudflare-workers-ai-cf-openai-gpt-oss-120b-out","providerId":"cloudflare-workers-ai","sku":"@cf/openai/gpt-oss-120b","unit":"usd_per_million_output_tokens","amountUsd":0.75,"currency":"USD","sourceUrl":"https://developers.cloudflare.com/workers-ai/platform/pricing/","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.75,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"LLM model pricing, Price in Tokens column. Neuron column not multiplied."},{"id":"cloudflare-workers-ai-cf-openai-gpt-oss-20b-in","providerId":"cloudflare-workers-ai","sku":"@cf/openai/gpt-oss-20b","unit":"usd_per_million_input_tokens","amountUsd":0.2,"currency":"USD","sourceUrl":"https://developers.cloudflare.com/workers-ai/platform/pricing/","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.2,"normalizationReason":null,"priceSortEligible":true,"qualifier":"LLM model pricing, Price in Tokens column. Neuron column not multiplied."},{"id":"cloudflare-workers-ai-cf-openai-gpt-oss-20b-out","providerId":"cloudflare-workers-ai","sku":"@cf/openai/gpt-oss-20b","unit":"usd_per_million_output_tokens","amountUsd":0.3,"currency":"USD","sourceUrl":"https://developers.cloudflare.com/workers-ai/platform/pricing/","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.3,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"LLM model pricing, Price in Tokens column. Neuron column not multiplied."},{"id":"cloudflare-workers-ai-cf-aisingapore-gemma-sea-lion-v4-27b-it-in","providerId":"cloudflare-workers-ai","sku":"@cf/aisingapore/gemma-sea-lion-v4-27b-it","unit":"usd_per_million_input_tokens","amountUsd":0.351,"currency":"USD","sourceUrl":"https://developers.cloudflare.com/workers-ai/platform/pricing/","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.351,"normalizationReason":null,"priceSortEligible":true,"qualifier":"LLM model pricing, Price in Tokens column. Neuron column not multiplied."},{"id":"cloudflare-workers-ai-cf-aisingapore-gemma-sea-lion-v4-27b-it-out","providerId":"cloudflare-workers-ai","sku":"@cf/aisingapore/gemma-sea-lion-v4-27b-it","unit":"usd_per_million_output_tokens","amountUsd":0.555,"currency":"USD","sourceUrl":"https://developers.cloudflare.com/workers-ai/platform/pricing/","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.555,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"LLM model pricing, Price in Tokens column. Neuron column not multiplied."},{"id":"cloudflare-workers-ai-cf-ibm-granite-granite-4-0-h-micro-in","providerId":"cloudflare-workers-ai","sku":"@cf/ibm-granite/granite-4.0-h-micro","unit":"usd_per_million_input_tokens","amountUsd":0.017,"currency":"USD","sourceUrl":"https://developers.cloudflare.com/workers-ai/platform/pricing/","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.017,"normalizationReason":null,"priceSortEligible":true,"qualifier":"LLM model pricing, Price in Tokens column. Neuron column not multiplied."},{"id":"cloudflare-workers-ai-cf-ibm-granite-granite-4-0-h-micro-out","providerId":"cloudflare-workers-ai","sku":"@cf/ibm-granite/granite-4.0-h-micro","unit":"usd_per_million_output_tokens","amountUsd":0.112,"currency":"USD","sourceUrl":"https://developers.cloudflare.com/workers-ai/platform/pricing/","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.112,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"LLM model pricing, Price in Tokens column. Neuron column not multiplied."},{"id":"cloudflare-workers-ai-cf-zai-org-glm-4-7-flash-in","providerId":"cloudflare-workers-ai","sku":"@cf/zai-org/glm-4.7-flash","unit":"usd_per_million_input_tokens","amountUsd":0.06,"currency":"USD","sourceUrl":"https://developers.cloudflare.com/workers-ai/platform/pricing/","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.06,"normalizationReason":null,"priceSortEligible":true,"qualifier":"LLM model pricing, Price in Tokens column. Neuron column not multiplied."},{"id":"cloudflare-workers-ai-cf-zai-org-glm-4-7-flash-out","providerId":"cloudflare-workers-ai","sku":"@cf/zai-org/glm-4.7-flash","unit":"usd_per_million_output_tokens","amountUsd":0.4,"currency":"USD","sourceUrl":"https://developers.cloudflare.com/workers-ai/platform/pricing/","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.4,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"LLM model pricing, Price in Tokens column. Neuron column not multiplied."},{"id":"cloudflare-workers-ai-cf-zai-org-glm-5-2-in","providerId":"cloudflare-workers-ai","sku":"@cf/zai-org/glm-5.2","unit":"usd_per_million_input_tokens","amountUsd":1.4,"currency":"USD","sourceUrl":"https://developers.cloudflare.com/workers-ai/platform/pricing/","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1.4,"normalizationReason":null,"priceSortEligible":true,"qualifier":"LLM model pricing, Price in Tokens column. Neuron column not multiplied."},{"id":"cloudflare-workers-ai-cf-zai-org-glm-5-2-cached","providerId":"cloudflare-workers-ai","sku":"@cf/zai-org/glm-5.2","unit":"usd_per_million_cached_input_tokens","amountUsd":0.26,"currency":"USD","sourceUrl":"https://developers.cloudflare.com/workers-ai/platform/pricing/","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.26,"normalizationReason":"cached_input_not_a_single_rate","priceSortEligible":false,"qualifier":"LLM model pricing, Price in Tokens column. Neuron column not multiplied."},{"id":"cloudflare-workers-ai-cf-zai-org-glm-5-2-out","providerId":"cloudflare-workers-ai","sku":"@cf/zai-org/glm-5.2","unit":"usd_per_million_output_tokens","amountUsd":4.4,"currency":"USD","sourceUrl":"https://developers.cloudflare.com/workers-ai/platform/pricing/","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":4.4,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"LLM model pricing, Price in Tokens column. Neuron column not multiplied."},{"id":"cloudflare-workers-ai-cf-zai-org-glm-5-3-in","providerId":"cloudflare-workers-ai","sku":"@cf/zai-org/glm-5.3","unit":"usd_per_million_input_tokens","amountUsd":1.4,"currency":"USD","sourceUrl":"https://developers.cloudflare.com/workers-ai/platform/pricing/","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1.4,"normalizationReason":null,"priceSortEligible":true,"qualifier":"LLM model pricing, Price in Tokens column. Neuron column not multiplied."},{"id":"cloudflare-workers-ai-cf-zai-org-glm-5-3-cached","providerId":"cloudflare-workers-ai","sku":"@cf/zai-org/glm-5.3","unit":"usd_per_million_cached_input_tokens","amountUsd":0.26,"currency":"USD","sourceUrl":"https://developers.cloudflare.com/workers-ai/platform/pricing/","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.26,"normalizationReason":"cached_input_not_a_single_rate","priceSortEligible":false,"qualifier":"LLM model pricing, Price in Tokens column. Neuron column not multiplied."},{"id":"cloudflare-workers-ai-cf-zai-org-glm-5-3-out","providerId":"cloudflare-workers-ai","sku":"@cf/zai-org/glm-5.3","unit":"usd_per_million_output_tokens","amountUsd":4.4,"currency":"USD","sourceUrl":"https://developers.cloudflare.com/workers-ai/platform/pricing/","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":4.4,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"LLM model pricing, Price in Tokens column. Neuron column not multiplied."},{"id":"cloudflare-workers-ai-cf-zai-org-glm-5-3-flash-in","providerId":"cloudflare-workers-ai","sku":"@cf/zai-org/glm-5.3-flash","unit":"usd_per_million_input_tokens","amountUsd":0.15,"currency":"USD","sourceUrl":"https://developers.cloudflare.com/workers-ai/platform/pricing/","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.15,"normalizationReason":null,"priceSortEligible":true,"qualifier":"LLM model pricing, Price in Tokens column. Neuron column not multiplied."},{"id":"cloudflare-workers-ai-cf-zai-org-glm-5-3-flash-cached","providerId":"cloudflare-workers-ai","sku":"@cf/zai-org/glm-5.3-flash","unit":"usd_per_million_cached_input_tokens","amountUsd":0.03,"currency":"USD","sourceUrl":"https://developers.cloudflare.com/workers-ai/platform/pricing/","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.03,"normalizationReason":"cached_input_not_a_single_rate","priceSortEligible":false,"qualifier":"LLM model pricing, Price in Tokens column. Neuron column not multiplied."},{"id":"cloudflare-workers-ai-cf-zai-org-glm-5-3-flash-out","providerId":"cloudflare-workers-ai","sku":"@cf/zai-org/glm-5.3-flash","unit":"usd_per_million_output_tokens","amountUsd":0.5,"currency":"USD","sourceUrl":"https://developers.cloudflare.com/workers-ai/platform/pricing/","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.5,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"LLM model pricing, Price in Tokens column. Neuron column not multiplied."},{"id":"cloudflare-workers-ai-cf-nvidia-nemotron-3-120b-a12b-in","providerId":"cloudflare-workers-ai","sku":"@cf/nvidia/nemotron-3-120b-a12b","unit":"usd_per_million_input_tokens","amountUsd":0.5,"currency":"USD","sourceUrl":"https://developers.cloudflare.com/workers-ai/platform/pricing/","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.5,"normalizationReason":null,"priceSortEligible":true,"qualifier":"LLM model pricing, Price in Tokens column. 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Neuron column not multiplied."},{"id":"cloudflare-workers-ai-cf-moonshotai-kimi-k2-5-cached","providerId":"cloudflare-workers-ai","sku":"@cf/moonshotai/kimi-k2.5","unit":"usd_per_million_cached_input_tokens","amountUsd":0.1,"currency":"USD","sourceUrl":"https://developers.cloudflare.com/workers-ai/platform/pricing/","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.1,"normalizationReason":"cached_input_not_a_single_rate","priceSortEligible":false,"qualifier":"LLM model pricing, Price in Tokens column. 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Neuron column not multiplied."},{"id":"cloudflare-workers-ai-cf-moonshotai-kimi-k2-6-in","providerId":"cloudflare-workers-ai","sku":"@cf/moonshotai/kimi-k2.6","unit":"usd_per_million_input_tokens","amountUsd":0.95,"currency":"USD","sourceUrl":"https://developers.cloudflare.com/workers-ai/platform/pricing/","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.95,"normalizationReason":null,"priceSortEligible":true,"qualifier":"LLM model pricing, Price in Tokens column. Neuron column not multiplied."},{"id":"cloudflare-workers-ai-cf-moonshotai-kimi-k2-6-cached","providerId":"cloudflare-workers-ai","sku":"@cf/moonshotai/kimi-k2.6","unit":"usd_per_million_cached_input_tokens","amountUsd":0.16,"currency":"USD","sourceUrl":"https://developers.cloudflare.com/workers-ai/platform/pricing/","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.16,"normalizationReason":"cached_input_not_a_single_rate","priceSortEligible":false,"qualifier":"LLM model pricing, Price in Tokens column. Neuron column not multiplied."},{"id":"cloudflare-workers-ai-cf-moonshotai-kimi-k2-6-out","providerId":"cloudflare-workers-ai","sku":"@cf/moonshotai/kimi-k2.6","unit":"usd_per_million_output_tokens","amountUsd":4,"currency":"USD","sourceUrl":"https://developers.cloudflare.com/workers-ai/platform/pricing/","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":4,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"LLM model pricing, Price in Tokens column. 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Neuron column not multiplied."},{"id":"cloudflare-workers-ai-cf-moonshotai-kimi-k2-7-code-cached","providerId":"cloudflare-workers-ai","sku":"@cf/moonshotai/kimi-k2.7-code","unit":"usd_per_million_cached_input_tokens","amountUsd":0.19,"currency":"USD","sourceUrl":"https://developers.cloudflare.com/workers-ai/platform/pricing/","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.19,"normalizationReason":"cached_input_not_a_single_rate","priceSortEligible":false,"qualifier":"LLM model pricing, Price in Tokens column. 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