WORKLOAD, REPO & TOKEN VOLUME WORKBENCH
Configure Team Token Volume & GitHub Repo Security Scan
LIVE SIDE-BY-SIDE COST, LATENCY & SWE-BENCH MATRIX
Claude 3.7 Sonnet vs. Gemini 2.5 Pro vs. DeepSeek R1 + 1-Click Fallback Router
Saves $148/mo ($1,776/yr) • $4.99 Pack Pays Back in <1 Day
Claude 3.7 Sonnet70.3% SWE-bench
P50 TTFT: 410ms • $285/mo
Gemini 2.5 Pro68.8% SWE-bench
P50 TTFT: 340ms • $150/mo
DeepSeek R1 (BYOK)65.4% SWE-bench
P50 TTFT: 520ms • $48/mo
+ [litellm_fallback_router.yaml] primary: deepseek-r1 (0.65) | complex_ast: claude-3-7-sonnet (0.35) | fallback_on_429: gemini-2.5-pro (timeout: 12s)
Bare-Metal H100 & B200 Cluster
Latency, token cost, and SWE-Bench Verified rates measured every 6 hours.
Drop-In Repository Guardrails
Compile repository-scoped .cursorrules, CLAUDE.md, and failover rules.
Zero-429 Multi-Provider Cascade
65/35 hybrid routing cutting monthly team inference spend by up to 52%.
EMPIRICAL LLM FINOPS ENGINE•Upstream BerriAI/litellm (4,116 Models) + KV-Cache + SWE-bench Pass@1
0ms Instant Math • URL Shareable • Free YAML ExportAI 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.
1-Click Workload Presets:
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)
BASELINEUnindexed & Uncached BYOK API (No CLAUDE.md + 0% KV-Cache)
$516.38/moIncludes +38% blind repo file-search tax ($120.38/mo waste)
RANK 01LiteLLM Cascade Router (65% Fast/Local + 35% Frontier)
65% DeepSeek/Local ($0.55/1M) + 35% Claude Sonnet 4.6 (Anthropic) with KV-cache
$116.63/moCompare
RANK 02Windsurf Pro ($15/seat + Cascade Pool)
$75/mo base (5 seats) + $145.35/mo pool overage
$220.35/moCompare
RANK 03Indexed CLAUDE.md + KV-Cache BYOK (Claude Sonnet 4.6 (Anthropic))
$180.97/mo KV-cached input + $79.20/mo uncacheable output
$260.17/moCompare
RANK 04Cursor Pro ($20/seat + 500 Fast-Req Pool)
$100/mo base (5 seats) + $171.00/mo fast-request overage
$271.00/moCompare
3. EXPORT FREE CONFIGS OR HARDEN YOUR REPOSITORYPayback on $49 Kit: ~2 days of avoided token waste
Preview generated litellm_router.yaml (65% Fast/Local + 35% Frontier KV-Cache) ▾
model_list:
- model_name: frontier-architect # 35% hard multi-file diffs (KV-cache enabled)
litellm_params: { model: anthropic.claude-sonnet-4-6, cache_control_injection_points: [{location: message, role: system}] }
- model_name: fast-diff-worker # 65% routine edits & tests ($0.14/1M KV-read)
litellm_params: { model: deepseek/deepseek-reasoner }
router_settings: { routing_strategy: cost-based-routing, fallbacks: [{fast-diff-worker: [frontier-architect]}] }DEPLOY THE 9-FILE COST-ROUTER & SCOPED RULES PACK
Export the drop-in config pack or complete 9-file bundle for langgenius/dify (CLAUDE.md, scoped .cursor/rules/*.mdc, LiteLLM 65/35 Cascade YAML, and GitHub Actions CI Gate).
