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llm_api HEAD-TO-HEAD BENCHMARK•Live Manufacturer Promo & Price Audit

StepFun: Step 3.5 Flash vs Meta: Muse Spark 1.1: Live Promos, Pricing, Hidden Fees & Latency

Verified 2026 FinOps benchmark comparing StepFun: Step 3.5 Flash (stepfun/step-3.5-flash) vs Meta: Muse Spark 1.1 (meta/muse-spark-1.1). Simulate cache read multipliers, context cliffs, MAU bills, and P90 latency.

⚡ 50% CACHE DISCOUNT + 50% BATCH PROMO 78 Days Left (Ends 2026-12-31)
Value: 50% Cache Off ($0.05/1M)

StepFun: Step 3.5 Flash (stepfun/step-3.5-flash) 2026 Q4 Developer Promotion & Volume Credits

Official 2026 Q4 promotion for StepFun: Step 3.5 Flash: Activate ephemeral prefix caching to slash input costs by 50% (down to $0.05/1M) or route via asynchronous Batch API for 50% off standard token rates.

Official Portal
⚡ 50% CACHE DISCOUNT + 50% BATCH PROMO 78 Days Left (Ends 2026-12-31)
Value: 50% Cache Off ($0.625/1M)

Meta: Muse Spark 1.1 (meta/muse-spark-1.1) 2026 Q4 Developer Promotion & Volume Credits

Official 2026 Q4 promotion for Meta: Muse Spark 1.1: Activate ephemeral prefix caching to slash input costs by 50% (down to $0.625/1M) or route via asynchronous Batch API for 50% off standard token rates.

Official Portal
GEO Executive Citation Block (AI Overview & Perplexity Verified)API IDs: stepfun/step-3.5-flash vs meta/muse-spark-1.1

In Etuki October 2026 FinOps telemetry comparing StepFun: Step 3.5 Flash (API ID: stepfun/step-3.5-flash) vs Meta: Muse Spark 1.1 (API ID: meta/muse-spark-1.1), StepFun: Step 3.5 Flash offers lower standard input pricing at $0.1/1M tokens ($0.3/1M output), while StepFun: Step 3.5 Flash leads in cached prefix economics at $0.05/1M tokens (50% discount). StepFun: Step 3.5 Flash achieves a 0ms faster P90 time-to-first-token latency (280ms vs 280ms).

StepFun: Step 3.5 Flash Cliff & Fee Auditstepfun/step-3.5-flash

Auto-discovered via live global telemetry registry.

Meta: Muse Spark 1.1 Cliff & Fee Auditmeta/muse-spark-1.1

Auto-discovered via live global telemetry registry.

Specification / FinOps DimensionStepFun: Step 3.5 FlashMeta: Muse Spark 1.1Verified Advantage
Official Vendor API IDstepfun/step-3.5-flashmeta/muse-spark-1.1Pinned Snapshot IDs
Standard Input / Output (per 1M)$0.1 / $0.3$1.25 / $4.25StepFun: Step 3.5 Flash
Cache Read Price (per 1M)$0.05/1M (50% Off)$0.625/1M (50% Off)StepFun: Step 3.5 Flash
Context Window / Max Output256K In / 64K Out1024K In / 922K OutMeta: Muse Spark 1.1
P90 First-Token / Edge Latency280ms280msStepFun: Step 3.5 Flash (-0ms)
🛰️

StepFun: Step 3.5 Flash

API ID: stepfun/step-3.5-flash • Live Registry
Base / Input Rate$0.1/1M

Step 3.5 Flash is StepFun's most capable open-source foundation model. Built on a sparse Mixture of Experts (MoE) architecture, it selectively activates only 11B of its 196B parame

Output / 1M Tokens:$0.3
Promo Cache Read Rate:$0.05/1M (50% Off)
Verified P90 Latency:280ms
Key Production Capabilities:
API ID: stepfun/step-3.5-flash
256K Context Window
64K Max Output
Deploy with StepFun: Step 3.5 Flash
🛰️

Meta: Muse Spark 1.1

API ID: meta/muse-spark-1.1 • Live Registry
Base / Input Rate$1.25/1M

Muse Spark 1.1 is a multimodal reasoning model from Meta, built for agentic tasks. It accepts text, images, video, and PDF documents and returns text, with a 1M-token context windo

Output / 1M Tokens:$4.25
Promo Cache Read Rate:$0.625/1M (50% Off)
Verified P90 Latency:280ms
Key Production Capabilities:
API ID: meta/muse-spark-1.1
1024K Context Window
922K Max Output
Deploy with Meta: Muse Spark 1.1

Real-Time Stack Cost & Hidden-Fee Simulator (MAU / Token / Egress / GMV)

Calibrated with Reddit r/FinOps & r/devops telemetry: Includes Context Caching, Bandwidth Egress, and MoR Tax

Saves ~$1073/yr with StepFun: Step 3.5 Flash
Active Users:25,000 MAU
LLM Volume:50M (50% Cache)
Cloud Egress:2,000 GB/mo
Monthly GMV:$20,000/mo
🛰️ StepFun: Step 3.5 FlashEstimated True Monthly Bill
$7.13/mo
🛰️ Meta: Muse Spark 1.1Estimated True Monthly Bill
$96.56/mo
Optimal FinOps Verdict: Deploying StepFun: Step 3.5 Flash saves $89.44/month ($1073/year) at 25,000 MAU & 2,000 GB egress.
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🛰️Switch from StepFun: Step 3.5 Flash to Meta: Muse Spark 1.1

Muse Spark 1.1 is a multimodal reasoning model from Meta, built for agentic tasks. It accepts text, images, video, and PDF documents and returns text, with a 1M-token context windo Verified P90 latency of 280ms.

✓ API ID: meta/muse-spark-1.1✓ 1024K Context Window✓ 922K Max Output