EMPIRICAL LLM FINOPS ENGINE•Upstream BerriAI/litellm (4,116 Models) + KV-Cache Read/Write + SWE-bench Pass@1
Zero-Signup • Instant YAML & CLAUDE.md Export
AI Coding Seat vs. BYOK Token ROI Calculator (Multi-Turn FinOps)
Most calculators wrongly assume 1 prompt = 1 API call and apply flat discounts to output tokens. We model real multi-step agentic tool loops, upstream KV-cache creation vs. read pricing, unindexed repo file-search waste (missing CLAUDE.md), and SWE-bench Pass@1 retry multipliers.
FinOps Builder Flash Grant: Unlock all 7 repo hardening & cost-router files (
.ZIP) for $29 (save $20 vs $49 standard).
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1. Configure Multi-Turn Agentic Workload
Engineering Team Size5 devs
Agent Turns / Tool Calls per Dev / Day40 / day
Avg Repo Context Sent per Turn24,000 tok
Output + Extended Thinking Tokens / Turn1,200 tok
Steps / Task5 steps
KV-Cache Hit %75%
Raw LiteLLM Primitives & Pass@1 Oracles:
Uncached Input / KV-Write:$3.00 / $3.75 per 1M
KV-Cache Read / Output:$0.30 / $15.00 per 1M
SWE-bench Verified Pass@1:74.2% (1.35x retry loop)
Aider Polyglot Pass Rate:84.5%
2. Empirical Token-Tax Diagnosis & Stack Verdict
Exceeds 500 Fast-Requests/Seat PoolUnindexed Repo Waste
$120.38/mo
Burned on blind grep/read loops without
CLAUDE.mdCost / Resolved PR (Pass@1)
$0.79 → $0.40
Annual FinOps Savings
$4,797.00/yr
LiteLLM Cascade Router (65% Fast/Local + 35% Frontier)
ELIMINATE YOUR UNINDEXED REPO TAX + DEPLOY LITELLM ROUTER
Get all 7 compiled files for comfyanonymous/ComfyUI (CLAUDE.md, .cursorrules, LiteLLM Cascade YAML, Mem0 Gate, DeepEval + Gitleaks CI, llms.txt) + Verified Shield ($49 one-time).
Deploy LiteLLM Router
$49 Full Kit • $29 Flash
