AI Infrastructure Financial Middleware

Your AI spend is
compounding.
Your margin isn't.

Gauge is active financial middleware for AI-native teams — enforcing unit economics in real time, auto-routing traffic when margins break, and telling you exactly when to stop paying OpenAI. Not a dashboard. It pulls triggers.

No spam. Early design-partner cohort only.

⚡ Integrates with
Bifrost / Maxim AI
LiteLLM
OpenAI API
Anthropic API
RunPod
Lambda Labs
Stripe
GitHub / GitLab
AWS
vLLM
Bifrost / Maxim AI
LiteLLM
OpenAI API
Anthropic API
RunPod
Lambda Labs
Stripe
GitHub / GitLab
AWS
vLLM

Your gateway logs tokens.
It has no idea you're losing money.

Your gateway routes traffic. Your billing tool logs spend. Neither knows what your customers are paying — so neither can act when a single account's agentic loops invert their gross margin at 2am.

Gauge sits between your gateway, payment processor, and compute layer. It acts.

Three capabilities your
stack is missing by design.

01 — Stripe + Gateway

Multi-Tenant Gross Margin Control Plane

Maps each customer's Stripe subscription to their live gateway key. Computes running gross margin per account in real time. When margin breaches a threshold, automatically downgrades that account to a cheaper SLM — no human required.

Result

Margin floors enforced automatically. No runaway account silently burns your compute budget.

gauge.dev / margin-matrix
Customer
MRR
AI Cost
Margin
Acme Corp
Enterprise · GPT-4o
$8,400
$1,230
+75.3%
···
Buildflow
Growth · Claude 3.5
$3,200
$2,890
+9.7%
···
NovaMind AI
Enterprise · GPT-4o ⚠
$5,100
$5,720
–12.2%
⚡ NovaMind breached –10% → downgrading to Llama-3.1-8B via Bifrost
Enforcing
02 — Lambda · RunPod · AWS

Multi-Cloud GPU Crossover Engine

Converts hourly GPU lease rates (idle vs. active) into token-per-dollar metrics and overlays them against your live API spend. Outputs a single crossover date — the exact day self-hosting becomes cheaper than OpenAI.

Result

Turns a six-figure infrastructure gut call into a deterministic decision with a date attached.

gauge.dev / crossover-engine
OpenAI API cost
2× H100 lease (fixed)
Crossover point
wk1 wk2 day 14 mo3 $3,100 H100 lease ↑ save $6,200/mo
At 12.4M tokens/day — crossover hits day 14. Month 3 savings: $6,200/mo.
Simulate →
03 — GitHub · GitLab CI

Pre-Merge CI/CD Cost Guardrails

Installs as a GitHub App. When a PR modifies a prompt, model, or context window, Gauge simulates cost impact against the last 7 days of production traffic and posts the result as a required status check — before merge.

Result

Engineers cannot ship a $1,400/month prompt change without an auditable cost record in the diff.

github.com / your-org / ai-service / pull / 341
G
gauge-bot commented on PR #341 · feat/rag-context-expansion
GAUGE COST ALERT
Context window: +350 tokens / request
Anthropic bill: +$1,450 / month (▲ 18.4%)
Tier-1 margin impact: –4.2 pp
Agentic loop risk: elevated
✓ Approve deployment
⊘ Block & review options
// Simulation based on 847,000 sampled requests (last 7d)

No SDK. No reroute.
Just webhooks.

Gateway log — Bifrost / LiteLLM / OTEL Input 1
// completion.finished event
{
  "customer_id": "cus_NovaMind_8841",
  "model": "gpt-4o-mini",
  "usage": {
    "prompt_tokens":     4812,
    "completion_tokens": 631
  },
  "cost_usd": 0.000924,
  "metadata": {
    "feature": "rag_document_qa",
    "agentic_loop_depth": 3
  }
}
Compute billing — Lambda Labs / RunPod / AWS Input 2
// instance.billing_tick (hourly)
{
  "instance_type": "gpu_1x_h100_sxm5",
  "billing": {
    "rate_usd_per_hour": 3.29,
    "period_cost_usd":  6.58
  },
  "utilization": {
    "gpu_active_pct": 61.4,
    "cost_per_1k_tokens": 0.000799
  },
  "model_id": "meta-llama/Llama-3.1-8B"
}

Your margin is leaking.
Most teams find out on invoice day.

10 spots. Direct line to the roadmap. No payment required.

No spam. Early design-partner cohort only.