Where finance teams and AI agents work together.
Hooli Inc. API Platform Usage
$82,800.00 DisputedWhy Order to Cash breaks
Dashboards don't run operations. Passive views leave you with a massive manual click-tax
Modern B2B companies run usage-based, tiered, hybrid, and deeply negotiated contracts. But the systems haven't caught up. The end-to-end contract to cash process is fragmented. Contracts live in your CRM and PDFs. Usage data lives in product databases. Billing logic evolves in spreadsheets. Revenue recognition happens in your ERP. Amendments live in someone's inbox.
How Enso works
One AI-powered layer. Full order to cash process. Integrated into your current stack.
Autonomous agents ingest contracts from CRM, DocuSign, or PDFs, codifying complex SKUs, pricing schedules, and ASC 606 revenue rules into executable billing logic.
…The Customer, Acme Corp Ltd., agrees to an annual commitment of $120,000 for the Enterprise Annual plan, inclusive of a 15% volume discount. Tax registration number 27AABCU9603R1ZX. Revenue recognition over 12 months commencing January 1, 2025…
Continuous telemetry agents stream raw gateway events, audit against contracted minimums and tiered thresholds, and flag spike anomalies before bills are cut.
| Meter | Type | Rate | This Month |
|---|---|---|---|
| API Calls | Usage-based | $0.001/req | 1,247,832 reqs |
| Platform Seats | Flat rate | $400/seat | 12 seats |
| Storage | Tiered | Varies | 342 GB |
| AI Credits | Usage-based | $0.002/credit | 84,201 credits |
Generates 100% verified invoices on schedule with automated 3-way matching between contract terms, usage data, and ERP schedules—no spreadsheet gymnastics.
| Description | Amount |
|---|---|
| Inference API — 6,482,100 tokens @ $0.002 | $12,964.20 |
| Fine-tuning — 840M tokens @ $0.001 | $840.00 |
| Embeddings — 2,100,000 req @ $0.0001 | $210.00 |
| Committed Use Discount (15%) | −$2,102.13 |
Executes rule-based performance obligation schedules, amortizes contract assets, and drafts compliant journal entries directly in your general ledger.
| Month | Usage | Recognized | YTD | Status |
|---|---|---|---|---|
| Jan 2025 † | 6.2M reqs | $8,333 | $8,333 | Posted |
| Feb 2025 | 9.8M reqs | $9,800 | $18,133 | Posted |
| Mar 2025 | 13.4M reqs | $13,400 | $31,533 | Posted |
| Apr 2025 | ~16M reqs | $16,000 | $47,533 | Forecast |
Deploys contract-aware dunning journeys on open AR, reconciles bank feed remittances in real time, and flags disputed line items for one-click human resolution.
Nimbus AI disputes the overage charge. Contract §4.2: 2,000 API calls/mo included · metered usage 2,840 calls. Journey paused pending your decision.
Bypass the NetSuite click tax
Orchestrate complex configurations, invoice matching, and ledger audits with autonomous agents.
- Intelligent ERP Orchestration: State intent in plain text while Enso AI navigates nested ERP menus, validates schemas, and posts verified entries.
- Automated Reconciliation: Run pre-flight validations and continuous three-way matching across gateway logs, contracts, and invoices before numbers hit your ledger.
- Private & Flexible AI: Run frontier models via MCP or fast open-source models so your financial data never leaves your secure infrastructure.
initechAPI Requests ($0.05/req, $500/mo min)bill_initech_8921.pdf...| Line Item | PO Amt | Bill Amt | Status |
|---|---|---|---|
| API Requests (240k reqs) | $12,000 | $12,000 | Match ✓ |
| Contract ID | SKU | ARR Value | Expires |
|---|---|---|---|
ctr_gbx_09 | Enterprise Suite | $84,000 | in 45 days |
ctr_gbx_14 | Add-on Support | $12,000 | in 82 days |
Contract ctr_xyz is marked 'active' but the SKU arrIncluded is set to 0. This is currently omitted from the ARR Dashboard.
Customer GlobeX billing anniversary cycle was changed without a corresponding proration adjustment.
Salesforce and NetSuite start talking to each other. Invoices get generated on their own. RevRec is done without a problem. My team and I sleep better.
Order to Cash, fully automated
Enso connects your existing finance tools, CRM, and ERP into a single continuous ledger-backed workflow.
Deal Capture & Sync
The moment a deal is won, contract details and client data sync automatically with zero manual entry.




Closes & Pricing Terms
Parse structured and unstructured contract terms into executable billing schedules and rules.



Usage & Event Ingestion
Ingest and aggregate high-volume consumption events and usage data from database sources.




Billing & Tax Calculations
Apply contract pricing models, aggregate usage, check discounts, and calculate tax rates globally.





Multi-Channel Processing
Collect global payments securely via cards, direct debits, and local bank transfers.




Reconciliation & Dunning
Automate smart retry sequences for failed cards and reconcile bank payouts to invoices instantly.




ASC 606 & ERP Ledger
Amortize contract values automatically and post auditable journal entries directly to your ERP.





Real-Time CFO Insights
Power custom dashboards with synchronized, clean, and real-time revenue performance data.



Enso in the real world
Multi-continent revenue operation
3 continents, multiple SKUs, Databricks and NetSuite
- Codified spreadsheet-based billing logic into an executable system
- Automated revenue entry processing end-to-end
Post-acquisition consolidation
3 acquired entities, 100+ financial services clients
- Unified revenue recognition across separate legal entities
- Normalized metering and contract terms
- Transformed manual reconciliation into automated operational output
Revenue should be explainable, auditable, and predictable.
Enso is built with enterprise-grade security and compliance standards, giving finance teams the confidence to run mission-critical billing on top of it.

