Upstage Solar Pro 2 vs Zhipu GLM 5v Turbo — API Pricing, 150K Cache & Latency Benchmark
Side-by-side unit economics audit comparing Upstage Solar Pro 2 (upstage-solar-pro-2: Input $1/1M, Output $4/1M, Warm Cache Read $0.1/1M) against Zhipu GLM 5v Turbo (zhipu/zhipu-glm-5v-turbo: Input $1/1M, Output $4/1M, Warm Cache Read $0.1/1M).
Activate 4-breakpoint prefix caching on Upstage Solar Pro 2 to cut input token costs from $1/1M down to $0.1/1M, or route async workloads via Batch API for 50% off.
Lock static system prompt prefixes on Zhipu GLM 5v Turbo to pay $0.1/1M warm cache rates instead of $1/1M uncached input, plus eligible startup cloud credits.
In Etuki FinOps telemetry comparing Upstage Solar Pro 2 (API ID: upstage-solar-pro-2) vs Zhipu GLM 5v Turbo (API ID: zhipu/zhipu-glm-5v-turbo), Upstage Solar Pro 2 offers lower standard uncached input pricing at $1/1M tokens, while Upstage Solar Pro 2 leads in 10-turn 150K cache-pinned coding economics at $0.3650 per 10 turns (saving $0.0000 over Zhipu GLM 5v Turbo). For latency-sensitive interactive agents, Upstage Solar Pro 2 delivers 127ms faster P90 time-to-first-token (360ms vs 487ms).
| Specification / FinOps Dimension | Upstage Solar Pro 2 (upstage-solar-pro-2) | Zhipu GLM 5v Turbo (zhipu/zhipu-glm-5v-turbo) | Verified Advantage |
|---|---|---|---|
| Official Vendor API ID | upstage-solar-pro-2 | zhipu/zhipu-glm-5v-turbo | UMCE 563-Registry Locked |
| 563-Registry & Routing Eligibility | is_known: true | routable: true | is_known: false | routable: true | Both Merkle Verified |
| Standard Uncached Input (/1M tokens) | $1 / 1M | $1 / 1M | Upstage Solar Pro 2 |
| Warm Prefix Cache Read (/1M tokens) | $0.1 / 1M | $0.1 / 1M | Upstage Solar Pro 2 |
| Standard Output (/1M tokens) | $4 / 1M | $4 / 1M | Upstage Solar Pro 2 |
| Context Window Capacity | 200K Tokens | 200K Tokens | Upstage Solar Pro 2 |
| 150K Prompt × 10 Turns (Unpinned Cold + 2K Out) | $1.5800 | $1.5800 | Upstage Solar Pro 2 |
| 150K × 10 Turns Case A (100% Static Pinned) | $0.3650 (saves $1.2150) | $0.3650 (saves $1.2150) | Upstage Solar Pro 2 (-$0.0000) |
| 150K × 10 Turns Case B (90% Static + 10% Tail) | $0.4865 (saves $1.0935) | $0.4865 (saves $1.0935) | Upstage Solar Pro 2 |
| P50 / P90 First-Token Latency | 245ms / 360ms (82 tok/s) | 331ms / 487ms (84 tok/s) | Upstage Solar Pro 2 (-127ms) |
1. Full-Turn Rate-Card Substitution for Upstage Solar Pro 2: At an uncached input rate of $1/1M, output rate of $4/1M, and warm cache read rate of $0.1/1M, running 10 consecutive 150,000-token coding agent turns (with 2,000 output tokens/turn) without prefix pinning costs $1.5800. Locking 100% static prefixes (Case A: 1 cold turn + 9 warm cached turns + 20K total output) reduces 10-turn spend to $0.3650 (saving $1.2150); under a 90% static prefix + 10% dynamic tail workload (Case B), 10-turn spend is $0.4865.
2. Full-Turn Rate-Card Substitution for Zhipu GLM 5v Turbo & Winner Verdict: On Zhipu GLM 5v Turbo ($1/1M input, $4/1M output, $0.1/1M warm cache), 10 unpinned 150K turns cost $1.5800, dropping to $0.3650 in Case A and $0.4865 in Case B. Across every 10-turn 150K coding loop (including output tokens), Upstage Solar Pro 2 delivers an additional $0.0000 Case-A cost advantage.
Production Workload TCO: 25,000 MAU • 50M Tokens/Mo (50% Cache Hit) • 2,000 GB Egress
💡 Optimal FinOps Verdict: Deploying Upstage Solar Pro 2 saves $0.00/month ($0/year) at 25,000 MAU & 50M monthly tokens (80% input / 20% output split with 50% prefix cache hit rate).