Devops PROMPT

Open Weight Self-Host Feasibility

July 26, 2026Optimized for: anySelf-hosting decision

Prompt

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]

Tags

Self-hosting feasibility with an explicit break-even request volume, including the engineering time that TCO comparisons usually omit.

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