Devops PROMPT
Open Weight Self-Host Feasibility
July 26, 2026Optimized for: anySelf-hosting decision
Assess whether we should self-host [MODEL] instead of using a hosted API. Cover, with numbers: 1. HARDWARE: minimum viable configuration at each quantisation level, and what quality you lose at each. VRAM, system RAM, and whether it fits on one node. 2. THROUGHPUT: realistic tokens per second on that hardware, at batch size 1 and under concurrency. 3. TOTAL COST OF OWNERSHIP: hardware or instance cost, power, and the engineering time to run it. Compare against the hosted API bill at my volume, and state the break-even request volume. 4. WHAT YOU GIVE UP: no managed uptime, no automatic model updates, you own the incident response. 5. WHAT YOU GAIN: data never leaves, fixed cost, no rate limits, ability to fine-tune. 6. VERDICT with the break-even point stated explicitly. Volume: [REQUESTS PER DAY, AVERAGE TOKENS] Constraints: [COMPLIANCE, TEAM SIZE, EXISTING INFRA]
Self-hosting feasibility with an explicit break-even request volume, including the engineering time that TCO comparisons usually omit.
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