ScaleDown: Summarize vs Anthropic: Claude Opus 4.1 (batch): Live Promos, Pricing, Hidden Fees & Latency
Verified 2026 FinOps benchmark comparing ScaleDown: Summarize (scaledown/summarize) vs Anthropic: Claude Opus 4.1 (batch) (anthropic/claude-opus-4.1:batch). Simulate cache read multipliers, context cliffs, MAU bills, and P90 latency.
ScaleDown: Summarize (scaledown/summarize) 2026 Q4 Developer Promotion & Volume Credits
Official 2026 Q4 promotion for ScaleDown: Summarize: Activate ephemeral prefix caching to slash input costs by 50% (down to $0.02/1M) or route via asynchronous Batch API for 50% off standard token rates.
Anthropic: Claude Opus 4.1 (batch) (anthropic/claude-opus-4.1:batch) — $25,000 Startup Credits & 50% Cache Promo
Anthropic's Q4 2026 developer promotion combines $25,000 in Claude API credits for early-stage builders with a permanent 20% base price reduction on Opus 5.5 ($4/$20), 0.05x ($0.20/1M) prompt cache reads, and 50% off Batch API processing ($2/$10 with 300K max output).
In Etuki October 2026 FinOps telemetry comparing ScaleDown: Summarize (API ID: scaledown/summarize) vs Anthropic: Claude Opus 4.1 (batch) (API ID: anthropic/claude-opus-4.1:batch), ScaleDown: Summarize offers lower standard input pricing at $0.04/1M tokens ($0/1M output), while ScaleDown: Summarize leads in cached prefix economics at $0.02/1M tokens (50% discount). ScaleDown: Summarize achieves a 0ms faster P90 time-to-first-token latency (280ms vs 280ms).
Auto-discovered via live global telemetry registry.
Auto-discovered via live global telemetry registry.
| Specification / FinOps Dimension | ScaleDown: Summarize | Anthropic: Claude Opus 4.1 (batch) | Verified Advantage |
|---|---|---|---|
| Official Vendor API ID | scaledown/summarize | anthropic/claude-opus-4.1:batch | Pinned Snapshot IDs |
| Standard Input / Output (per 1M) | $0.04 / $0 | $7.5 / $37.5 | ScaleDown: Summarize |
| Cache Read Price (per 1M) | $0.02/1M (50% Off) | $3.75/1M (50% Off) | ScaleDown: Summarize |
| Context Window / Max Output | 977K In / 4K Out | 195K In / 31K Out | Anthropic: Claude Opus 4.1 (batch) |
| P90 First-Token / Edge Latency | 280ms | 280ms | ScaleDown: Summarize (-0ms) |
Summarize is an abstractive summarization model from ScaleDown. It condenses long text and documents into a fluent, faithful rewrite rather than lifting sentences from the source,
Claude Opus 4.1 is an updated version of Anthropic’s flagship model, offering improved performance in coding, reasoning, and agentic tasks. It achieves 74.5% on SWE-bench Verified
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
🛰️Switch from ScaleDown: Summarize to Anthropic: Claude Opus 4.1 (batch)
Claude Opus 4.1 is an updated version of Anthropic’s flagship model, offering improved performance in coding, reasoning, and agentic tasks. It achieves 74.5% on SWE-bench Verified Verified P90 latency of 280ms.