Morph: Morph V3 Large vs Moondream: Moondream 3.1: Live Promos, Pricing, Hidden Fees & Latency
Morph: Morph V3 Large (morph/morph-v3-large) 2026 Q4 Developer Promotion & Volume Credits
Official 2026 Q4 promotion for Morph: Morph V3 Large: Activate ephemeral prefix caching to slash input costs by 50% (down to 0.45/1M) or route via asynchronous Batch API for 50% off standard token rates.
Moondream: Moondream 3.1 (moondream/moondream3.1-9b-a2b) 2026 Q4 Developer Promotion & Volume Credits
Official 2026 Q4 promotion for Moondream: Moondream 3.1: Activate ephemeral prefix caching to slash input costs by 50% (down to 0.15/1M) or route via asynchronous Batch API for 50% off standard token rates.
In Etuki October 2026 FinOps telemetry comparing Morph: Morph V3 Large (API ID: morph/morph-v3-large) vs Moondream: Moondream 3.1 (API ID: moondream/moondream3.1-9b-a2b), Moondream: Moondream 3.1 offers lower standard input pricing at $0.3/1M tokens ($2.5/1M output), while Moondream: Moondream 3.1 leads in cached prefix economics at $0.15/1M tokens (50% discount). Morph: Morph V3 Large 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 | Morph: Morph V3 Large | Moondream: Moondream 3.1 | Verified Advantage |
|---|---|---|---|
| Official Vendor API ID | morph/morph-v3-large | moondream/moondream3.1-9b-a2b | Pinned Snapshot IDs |
| Standard Input / Output (per 1M) | $0.9 / $1.9 | $0.3 / $2.5 | Moondream: Moondream 3.1 |
| Cache Read Price (per 1M) | $0.45/1M (50% Off) | $0.15/1M (50% Off) | Moondream: Moondream 3.1 |
| Context Window / Max Output | 256K In / 128K Out | 31K In / 4K Out | Morph: Morph V3 Large |
| P90 First-Token / Edge Latency | 280ms | 280ms | Morph: Morph V3 Large (-0ms) |
Morph's high-accuracy apply model for complex code edits. ~4,500 tokens/sec with 98% accuracy for precise code transformations. The model requires the prompt to be in the following
Moondream 3.1 is a vision-language model from Moondream, the successor to Moondream 3 Preview, with 9B total parameters and 2B active (mixture-of-experts). It handles visual questi
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 Morph: Morph V3 Large to Moondream: Moondream 3.1
Moondream 3.1 is a vision-language model from Moondream, the successor to Moondream 3 Preview, with 9B total parameters and 2B active (mixture-of-experts). It handles visual questi Verified P90 latency of 280ms.