Seedance 2.0 vs Kling 3.0 vs Veo 3.1: An AI Short-Drama Model Decision Guide
Choose Seedance 2.0, Kling 3.0, or Veo 3.1 for AI short-drama production using a clear shot workflow, independent video-quality rankings, and live price-page links.
2026-07-28 · 9 min readNVIDIA B300 vs B200 vs H100: Rental Price and VRAM Guide
Compare NVIDIA B300, B200 and H100 rental prices, 288GB/180GB/80GB memory, provider coverage and 24-hour or monthly GPU costs.
2026-07-26 · 10 min readGemini 3.6 Flash vs 3.5 Flash-Lite: $30 vs $8 Monthly API Cost
Compare Gemini 3.6 Flash and Gemini 3.5 Flash-Lite official API prices, monthly costs, Intelligence Index results, workload fit, and migration choices.
2026-07-22 · 8 min readGrok 4.5 Long-Context Monthly Cost and Cross-Vendor Model Choice
Compare Grok 4.5 short- and long-context monthly cost, including the 200K-token pricing threshold, then decide against GPT-5.6 Sol, Claude Fable 5, and GLM-5.2.
2026-07-18 · 11 min readKimi K3 API or Self-Host? The Open-Weights Migration Decision
Decide whether to use the Kimi K3 API or its released open weights using current cost, capability, license, and infrastructure evidence.
2026-07-18 · 10 min readKimi K3 Self-Hosting Cost: GPU Count, the $2.4M Claim, and Rental Math
Check whether Kimi K3 really costs $2.4 million to deploy. Compare its released 1.56TB checkpoint, validated 8–32 GPU recipes, 64-GPU throughput scenario, live rental costs, and API alternative.
2026-07-18 · 12 min readHy3 Monthly Cost: When to Choose It Over GPT-5.6 or GLM-5.2
Calculate Hy3 monthly spend at three production volumes, then decide when its Chinese-workload economics justify choosing it over GPT-5.6 Sol or GLM-5.2.
2026-07-17 · 9 min readGPT-5.6 Sol vs Terra vs Luna: Monthly Cost and Routing Guide
Compare GPT-5.6 Sol, Terra, and Luna using $110, $55, and $22 monthly scenarios, workload fit, capability references, and a practical routing strategy.
2026-07-14 · 7 min readGrok 4 API Pricing: Benchmarks, Provider Costs and What to Use in 2026
Compare Grok 4 pricing, current xAI alternatives, external benchmark evidence, provider quotes and the real cost of official versus relay access.
2026-07-14 · 6 min readDashScope Qwen API Pricing: 6 Models Compared by Real Token Cost
Compare six Qwen API price records tracked for DashScope, calculate monthly token costs, and decide when official API or channel pricing fits your workload.
2026-07-14 · 6 min readNVIDIA A30 vs A40 Rental Cost: $0.15–$3.14/hr Across 8 Offers
Compare A30 and A40 cloud GPU rental prices, 100-hour and monthly cost scenarios, VRAM, provider spread, and the current A10G data gap.
2026-07-14 · 6 min readGrok 5 API Pricing: What to Expect Before Launch (xAI 2026)
Grok 5 is in training with ~6T parameters and rumored 2M token context. Here's what current Grok 4.3 pricing tells us about Grok 5 API costs — and when to expect it.
2026-06-23 · 5 min readSame Price, 35% Bigger Bill: Claude Opus 4.7's Tokenizer Change Explained
Anthropic kept Claude Opus 4.7 at $5/1M tokens but changed the tokenizer — same text now uses 30–46% more tokens. Here's what that means for your API bill.
2026-06-23 · 5 min readWhy Did My Video Generation API Suddenly Stop Working? The Key Pool Problem Explained
Video API failing despite good balance? CN relay key pool exhaustion is usually the cause — and stability matters far more than unit price.
2026-06-21 · 4 min readGLM-5.2 vs GPT-5.6 Sol vs Claude Fable 5: Coding and Agent Choice
Compare GLM-5.2, GPT-5.6 Sol, and Claude Fable 5 using official positioning, dated Artificial Analysis scores, current price records, and a practical coding or agent selection method.
2026-06-17 · 8 min read