COGS for software

Your AI bill shows up clean. Your unit economics do not.

Roll inference spend into teams, SKUs, and releases so Finance gets numbers they can reuse and Engineering gets numbers they can stand behind.

CogsLayer is COGS for software: a single ledger both sides agree on before the quarterly review.

Read-only access
No prompt storage
Finance-ready exports
AI COGS ledger
Q4 review packet
Reconciled
Attributed this month
$34,470
Unowned spend
2.4%
WorkloadOwnerSpend
Search assistant
OpenAI + Anthropic
Growth
$18,420
-3.8 pts
Support agents
OpenAI
CX
$9,810
-1.1 pts
Internal copilots
Cursor + Anthropic
Engineering
$6,240
R&D
Export-ready for quarterly review, renewal planning, and chargeback.

The problem

Your AI bill is a black box.

AI spend is the fastest-growing line item on your P&L and the least understood. Finance sees one number on an invoice. Engineering sees a dashboard in every vendor. Nobody sees the full picture.

Without CogsLayer

Nobody can say which product, team, or customer drove last month's AI bill
Invoices show a single number, no way to charge back or forecast
Waste (retries, duplicates, oversized models) burns budget silently
You find out about overruns from the invoice, not an alert

With CogsLayer

Every dollar mapped to a feature, team, or customer, automatically
Actual billed costs from each provider, reconciled in one place
Waste flagged with recommended fixes and expected savings
Budget alerts fire before you overspend, not after

Who it's for

One platform. Every stakeholder.

CogsLayer gives Finance, Engineering, and Leadership the same numbers—each in the view they actually need.

Finance & FinOps

One dashboard for AI cost across every vendor. Chargeback, forecasts, and CFO-ready reports, without waiting on engineering or wrangling CSVs.

Accurate cost-per-customer and gross margin
Monthly and quarterly forecasts
Chargeback and showback by team

Engineering Leaders

See which features, teams, and models drive spend. Set budgets, catch anomalies, and report cost-per-feature to the rest of the org.

Cost-per-feature and cost-per-team
Budget alerts before overruns
Waste detection with prioritized fixes

Developers & ML teams

Optional SDK for per-call, per-agent attribution down to the request. Two lines of code, zero added latency. Use it or skip it.

Per-call cost, tokens, and latency
Agent-session and span tracing
Python and TypeScript SDKs for OpenAI, Anthropic, and Gemini

The platform

Attribute. Forecast. Reduce.

One shared source of truth for AI cost—from the PR that ships a feature to the line on the P&L.

Attribute

Every dollar mapped to a feature, team, or customer.

Automatic attribution across your AI stack. No manual tagging, no spreadsheets. Finance sees true cost-per-customer. Engineering sees cost-per-feature. Leadership sees both.

Cost by feature, team, customer, and environment
Actual billed costs reconciled with usage
Chargeback and showback, built in
Reconciles OpenAI, Anthropic, Cursor, and Claude Code today
Forecast

Know what the bill will be before it arrives.

Burn-rate projections and budget alerts so Finance is never surprised. Shareable reports for board decks and QBRs, no CSV exports required.

Real-time budget alerts by team, feature, or model
Monthly burn-rate forecast with trend detection
Estimate-vs-billed drift detection per provider
Shareable CFO-ready report links
Reduce

Concrete savings, with realized ROI you can report.

Most teams cut 20–40% in the first month. CogsLayer surfaces waste (duplicate calls, retry loops, oversized models) and tracks every dollar saved in a ledger you can show the board.

Prioritized savings recommendations
Model-tier downgrade suggestions with quality-risk flags
Auto-optimization: dedup, prompt cache, retry elimination
Realized savings ledger with provider-billed totals

How it works

Connect. Attribute. Reduce.

From API key to first insight in under 10 minutes. No engineering project required.

01

Connect in minutes, not months

Paste your provider API keys and CogsLayer starts reconciling billed costs immediately. No data pipeline, no DNS changes, no routing your traffic through a proxy.

Read-only access to billing and usage APIs
OpenAI, Anthropic, Cursor, and Claude Code supported today
Live insights in under 10 minutes
02

Map cost to your business

Attribute spend to features, teams, customers, and environments. Finance gets chargeback. Engineering gets cost-per-feature. Leadership gets a single dashboard.

Automatic rollups by team, product, and customer
Admin and viewer roles with shareable report links
No CSV exports, finance-ready out of the box
03

Cut cost, and prove it

CogsLayer flags waste and suggests fixes with expected savings. Every dollar saved is tracked in a ledger so you can report ROI to the board or CFO with confidence.

Prioritized recommendations with impact estimates
Model-tier downgrades, caching, and deduplication
Realized savings tracked against your provider bill

Engineering team? See the SDK docs →

One dashboard, every provider

Every AI vendor, reconciled.

Connect provider API keys and see billed costs in minutes. New providers added every month.

OpenAI
Anthropic
Cursor
Claude Code
Google GeminiSoon
xAI (Grok)Soon
GroqSoon
Together AISoon
FireworksSoon
OllamaSoon
WindsurfSoon

Today CogsLayer reconciles billed costs for OpenAI, Anthropic, Cursor, and Claude Code. Other providers are on the near-term roadmap. Ping us if one is blocking your evaluation.

Your ROI

Calculate your savings.

Most teams find 20–40% savings from model optimization, waste elimination, and caching opportunities in the first 30 days.

$
$500$200,000
150
120

Estimated monthly savings

$7,750

Annual savings

$93,000

ROI

830%

CogsLayer pays for itself in 39 days

Book a demo

Pricing

Annual plans for serious AI spend.

Paid upfront, priced against monthly AI spend. Start with a 14-day AI cost review and prove savings before rollout.

Starter

$10,000/year

For teams with under $25K/mo in AI spend

Annual AI cost control plan. Founder-led onboarding, attribution, alerts, and savings proof.

Design-partner rate · paid upfront · locked in 24 months

Cost attribution and alerts
5 seats · 500K events/mo
30-day data retention
Founder-led onboarding
First 14-day AI spend review
Monthly savings report
Annual contract, paid upfront
Most popular

Scale

$30,000/year

For teams with $25K–$150K/mo in AI spend

For finance-led rollouts. Deeper attribution, savings recommendations, GL write-back, and quarterly reviews.

Everything in Starter, plus:
Savings recommendations and optimization rules
Unlimited seats
90-day data retention
GL write-back: NetSuite, QuickBooks, XeroComing soon
Priority Slack support, 4-hour response
Quarterly cost review with the founders
99.5% uptime SLAComing soon

Enterprise

Custom

For $150K+/mo spend or compliance requirements

For procurement-gated buyers. Compliance, SSO, VPC, dedicated success, and custom commercial terms.

Everything in Scale, plus:
Custom data retention (12+ months)
SSO / SAML, SOC 2 Type IIComing soon
VPC or self-hosted deploymentComing soon
Dedicated customer success manager
99.9% uptime SLA with creditsComing soon
Custom DPA and multi-year contracts

Attribution and alerts in every plan. Savings, integrations, and compliance scale with annual spend.

Security & Compliance

Built for the security review.

CogsLayer is read-only by design. Your API keys are encrypted at rest, and your prompts are never seen. SOC 2, SSO, and VPC options are on the Enterprise roadmap.

Encrypted at rest

Provider credentials are encrypted (Fernet symmetric encryption) before storage. No plain-text keys, ever.

Read-only access

CogsLayer only reads billing and usage endpoints. Your keys cannot create resources, modify data, or access content.

Never sees your prompts

We never read prompts, completions, or any request content. Only cost and usage metadata, by design.

FAQ

Questions, answered.

See where every AI dollar goes.

Finance, engineering, and leadership on the same numbers. Live in under 10 minutes. Pays for itself in the first week.