AI COST ANALYTICS

See the business
behind your AI.

Bring AI usage, customer revenue and product costs into one clear view. See the margins behind the growth.

No card required. Explore the Team pilot

THE BUSINESS BEHIND YOUR AI USAGEExplore the reports below ↓
Your workspace1–14 August · Demo data

AI ECONOMICS

Overview

Illustrative report
Customer revenue$13,000.00
Priced AI cost$8,830.00
Revenue after AI cost$4,170.00
AI contribution margin32.1%

Daily AI spend

Attributed Unattributed

Day 1: $593.00 ($18.00 unattributed)Day 2: $672.00 ($24.00 unattributed)Day 3: $556.00 ($12.00 unattributed)Day 4: $759.00 ($31.00 unattributed)Day 5: $712.00 ($22.00 unattributed)Day 6: $392.00 ($9.00 unattributed)Day 7: $314.00 ($8.00 unattributed)Day 8: $658.00 ($26.00 unattributed)Day 9: $824.00 ($38.00 unattributed)Day 10: $760.00 ($21.00 unattributed)Day 11: $896.00 ($34.00 unattributed)Day 12: $797.00 ($30.00 unattributed)Day 13: $463.00 ($22.00 unattributed)Day 14: $434.00 ($15.00 unattributed)
Aug 1Aug 14

Cost by customer

Attribution gaps stay visible.

Customer D costs more to serve than it pays.
$300.00 in revenue. $418.00 in AI cost. A $118.00 shortfall.

Demo data, not customer results. AI contribution margin excludes other operating costs.

THE COST TO SERVE

Your biggest customer.
Your best margin?

They aren't always the same. Compare what each customer pays with the AI usage behind their experience.

CUSTOMER A

$8,000revenue
65% AI cost
$5,200 AI cost35.0% margin

CUSTOMER B

$3,500revenue
55.4% AI cost
$1,940 AI cost44.6% margin

Demo data. AI contribution margin excludes other operating costs.

FROM EVENT TO ECONOMICS

Keep the detail.
See the whole picture.

01

Connect AI usage

Send normalized events from your application or gateway. Keep provider credentials out of Cupelio.

anthropic / claude-sonnet-5customer-a / document-analysisinput 1,000,000 · output 1,000,000
02

Follow the cost

Compare spend by customer, feature and workflow. Unpriced and unattributed usage stay visible.

PRICED EVENT COST$12.00$2.00 input + $10.00 output
03

Bring revenue into view

Import customer revenue as CSV. Match the same identifiers to compare revenue and AI cost.

CUSTOMER A35.0%$8,000 revenue / $5,200 AI cost
See the ingest request and calculation details
curl -X POST https://cupelio.com/api/ingest \
  -H "Authorization: Bearer YOUR_INGEST_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "source": "generic",
    "events": [{
      "external_id": "request-unique-id",
      "payload": {
        "provider": "anthropic",
        "model": "claude-sonnet-5",
        "input_tokens": 1000000,
        "output_tokens": 1000000,
        "customer": "customer-a",
        "feature": "document-analysis",
        "occurred_at": "2026-10-03T12:00:00Z"
      }
    }]
  }'

One event. $12.00 in estimated cost.

This illustrative request uses the effective-dated Sonnet 5 rate: $2.00 input and $10.00 output per million tokens. The event belongs to customer-a and document-analysis.

A stable external_id deduplicates retries. Model identifiers match exactly; unknown models or dates remain unpriced. Send complete token counts.

Read the setup guide ↗Review calculation limits ↗

NUMBERS YOU CAN INSPECT

Clarity without
the black box.

TEAM PILOT

Understand your
customer margins.

Connect customer-tagged AI usage with revenue and compare recorded costs with provider invoice totals.

$400 / month, flat

Start with one supported token-based provider and one reporting period. Bring matching customer revenue and provider invoice totals. Setup is asynchronous, with no sales call.

Request pilot details

Share your provider/model and whether your usage can carry a stable customer ID. We’ll send a sample report and confirm your inputs fit before onboarding.

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