Margin Intelligence
Stop guessing your AI profitability.
Protect your gross margins in real time.
Hidden LLM expenses can quietly wipe out subscription revenue. Bear Lumen matches attributed AI costs against the revenue each customer pays you, revealing gross margin per account, feature, and model.
Watch the 80-second product tourMargin per account, feature, and modelRevenue from billing or CSVBuilt with SOC 2 standards in mind
Blended SaaS Margins Hide Bleeding Accounts
A customer paying you $100/month might easily consume $150 in vector database searches, tool calls, and high-context LLM reasoning tokens. By the time blended gross margins flag the issue, the damage is already done.
Unlock Deep Unit Economic Clarity
Pair attributed AI costs with customer revenue from a billing connection or CSV. That makes underwater accounts visible early enough to investigate the feature and model costs behind them.
Strategic Capabilities
Every Dimension of Margin Visibility
Connect infrastructure spend to revenue streams at the account, feature, and token level.
Instant Customer Profitability Audits
Automatically sort your client portfolio by net profitability. Instantly pinpoint high-volume power users whose complex agentic requests are eating into your bottom line, before they become a CFO conversation.
Expose Expensive Product Features
Measure exactly how much your new RAG setup, semantic search routing, or fine-tuned agents cost relative to the customer retention value they generate. Ship what earns. Retire what bleeds.
Stress Test Pricing Changes
Replay recorded usage at hypothetical model rates or proposed subscription prices. Compare the impact across customers before changing a live plan.
How It Works
Up and Running in Three Steps
Stream Infrastructure Data
Pass each AI response to the lightweight Bear Lumen SDK to capture token volume and cost across every provider: OpenAI, Anthropic, Google, AWS Bedrock, and more.
bear.track(response, { feature })Sync Revenue Streams
Connect a billing source or upload revenue data to pair each customer’s AI cost with what they pay. Cost tracking works before revenue is connected.
Connect billing or upload revenue CSVAnalyze Unit Economics
Instantly view net profit margins broken out by organizational entities, internal features, or specific user tiers, updated in real time, no data warehouse required.
bear.margins.summary()Enterprise Trust
Built for Finance Teams Who Demand Control
Developer Control
We strictly aggregate anonymized billing counters, operational metadata, and token usage values. Your proprietary model prompts, training workflows, and sensitive client inputs are never stored.
SOC 2 alignedDPA-readyZero prompt storage
Proactive Burn Alerts
Configure dashboard thresholds to flag the second a specific customer account or system feature drops below your operational profit-margin targets.
Take control of your variable AI scale costs.
Start tracking clear, data-driven margin analytics without standing up a data warehouse.
Live pilot in 48 hours. Full unit-economics diagnostic by day 14.