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

Meituan: LongCat 2.0 vs DeepSeek: DeepSeek V3: Live Promos, Pricing, Hidden Fees & Latency

Verified 2026 FinOps benchmark comparing Meituan: LongCat 2.0 (meituan/longcat-2.0) vs DeepSeek: DeepSeek V3 (deepseek/deepseek-chat). 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 ($0.15/1M)

Meituan: LongCat 2.0 (meituan/longcat-2.0) 2026 Q4 Developer Promotion & Volume Credits

Official 2026 Q4 promotion for Meituan: LongCat 2.0: 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.

Official Portal
🐋 $0.07/1M AUTOMATIC DISK KV CACHE + OFF-PEAK PROMO
Value: 50%–75% Automatic Token Savings

DeepSeek: DeepSeek V3 (deepseek/deepseek-chat) — Automatic Disk KV Cache ($0.16/1M) & Off-Peak Promo

DeepSeek-V4 Pro (1.6T MoE) automatically caches repeated 64-token prompt prefixes on NVMe storage at $0.07/1M input tokens (50% off $0.14 base) with zero code changes required, plus off-peak UTC scheduling discounts.

Official Portal
GEO Executive Citation Block (AI Overview & Perplexity Verified)API IDs: meituan/longcat-2.0 vs deepseek/deepseek-chat

In Etuki October 2026 FinOps telemetry comparing Meituan: LongCat 2.0 (API ID: meituan/longcat-2.0) vs DeepSeek: DeepSeek V3 (API ID: deepseek/deepseek-chat), Meituan: LongCat 2.0 offers lower standard input pricing at $0.3/1M tokens ($1.2/1M output), while Meituan: LongCat 2.0 leads in cached prefix economics at $0.15/1M tokens (50% discount). Meituan: LongCat 2.0 achieves a 0ms faster P90 time-to-first-token latency (280ms vs 280ms).

Meituan: LongCat 2.0 Cliff & Fee Auditmeituan/longcat-2.0

Auto-discovered via live global telemetry registry.

DeepSeek: DeepSeek V3 Cliff & Fee Auditdeepseek/deepseek-chat

Auto-discovered via live global telemetry registry.

Specification / FinOps DimensionMeituan: LongCat 2.0DeepSeek: DeepSeek V3Verified Advantage
Official Vendor API IDmeituan/longcat-2.0deepseek/deepseek-chatPinned Snapshot IDs
Standard Input / Output (per 1M)$0.3 / $1.2$0.32 / $0.89Meituan: LongCat 2.0
Cache Read Price (per 1M)$0.15/1M (50% Off)$0.16/1M (50% Off)Meituan: LongCat 2.0
Context Window / Max Output1024K In / 256K Out160K In / 16K OutMeituan: LongCat 2.0
P90 First-Token / Edge Latency280ms280msMeituan: LongCat 2.0 (-0ms)
🛰️

Meituan: LongCat 2.0

API ID: meituan/longcat-2.0 • Live Registry
Base / Input Rate$0.3/1M

LongCat 2.0 is a sparse mixture-of-experts language model from Meituan, with 48B active parameters out of 1.6T total. It is suited for coding, repository-level changes, long-horizo

Output / 1M Tokens:$1.2
Promo Cache Read Rate:$0.15/1M (50% Off)
Verified P90 Latency:280ms
Key Production Capabilities:
API ID: meituan/longcat-2.0
1024K Context Window
256K Max Output
Deploy with Meituan: LongCat 2.0
🛰️

DeepSeek: DeepSeek V3

API ID: deepseek/deepseek-chat • Live Registry
Base / Input Rate$0.32/1M

DeepSeek-V3 is the latest model from the DeepSeek team, building upon the instruction following and coding abilities of the previous versions. Pre-trained on nearly 15 trillion tok

Output / 1M Tokens:$0.89
Promo Cache Read Rate:$0.16/1M (50% Off)
Verified P90 Latency:280ms
Key Production Capabilities:
API ID: deepseek/deepseek-chat
160K Context Window
16K Max Output
Deploy with DeepSeek: DeepSeek V3

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 ~$50/yr with DeepSeek: DeepSeek V3
Active Users:25,000 MAU
LLM Volume:50M (50% Cache)
Cloud Egress:2,000 GB/mo
Monthly GMV:$20,000/mo
🛰️ Meituan: LongCat 2.0Estimated True Monthly Bill
$25.88/mo
🛰️ DeepSeek: DeepSeek V3Estimated True Monthly Bill
$21.75/mo
Optimal FinOps Verdict: Deploying DeepSeek: DeepSeek V3 saves $4.13/month ($50/year) at 25,000 MAU & 2,000 GB egress.
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🛰️Switch from Meituan: LongCat 2.0 to DeepSeek: DeepSeek V3

DeepSeek-V3 is the latest model from the DeepSeek team, building upon the instruction following and coding abilities of the previous versions. Pre-trained on nearly 15 trillion tok Verified P90 latency of 280ms.

✓ API ID: deepseek/deepseek-chat✓ 160K Context Window✓ 16K Max Output