§ II  ·  The instrument panel  ·  Built for outcomes, not invoices
Reading time · 4 min

Everything you need to measure AI value.

Purpose-built financial intelligence for managing unit economics across your entire inference supply chain.

Feature 01 · Cost visibility

See everything in one place.

Get unified visibility across all your AI providers. No more switching between dashboards or spreadsheets.

  • Multi-provider dashboard — OpenAI, Anthropic, AWS Bedrock, Azure OpenAI, Vertex AI, and more — all in one view.
  • Real-time cost tracking — see spending as it happens with automatic data synchronization.
  • Historical analysis — track trends over 12+ months to plan budgets.
  • Cost projections — automatic projections based on daily averages forecast month-end spending.
Feature 02 · Intelligent classification

Categorize costs automatically.

Create rules that automatically classify every dollar of AI spending by Cost Center, Product Line, Project, and more.

  • 5 classification dimensions — Cost Center, P&L Category, Product Line, Environment, and Project.
  • Flexible rule engine — complex rules with AND/OR logic across multiple providers and fields.
  • Bulk reclassification — apply rules to historical data with a single click.
  • Rule preview — see exactly what will be classified before applying any changes.
Feature 03 · Dimension-based budgets

Set budgets that make sense.

Create budgets on any classification dimension — by team, product, project, or environment. Get alerts before you exceed limits.

  • Multi-period support — monthly, quarterly, or yearly budgets to match your financial planning cycle.
  • Real-time tracking — live percentage-used indicators show budget utilization at a glance.
  • Configurable alerts — email notifications at 50%, 75%, 90%, 100% — or set your own thresholds.
  • Projected spend — see projected period-end spending based on current run rate.
Feature 04 · Custom dashboards

Visualize your way.

Build custom dashboards with 8+ chart types. Share with your team, pin favorites, and get the insights that matter to you.

  • 8+ chart types — line, bar, area, pie, donut, gauge, metric cards, and dual-axis charts.
  • Drag-and-drop builder — create dashboards visually with our intuitive widget builder.
  • Team sharing — share dashboards across your organization with role-based access.
  • Auto-refresh — configurable refresh intervals keep your dashboards up-to-date.
Feature 05 · Business metrics

Connect costs to outcomes.

Import business metrics to calculate unit economics. Understand your cost-per-query, cost-per-customer, and AI margin.

  • Custom KPIs — track revenue, headcount, DAU/MAU, transactions, queries, and custom metrics.
  • Dimensional segmentation — break metrics down by tiers, departments, regions, or any custom segment.
  • CSV import — bulk upload metrics via CSV or add them one-at-a-time through the UI.
  • Dual-axis charts — visualize costs alongside business metrics on synchronized timelines.
§ Editor's note
The COGScontrol thesis
Every feature works at the resolution finance expects: a dollar on the statement, a dollar on the invoice. Reconciled, attributed, defensible.
— The COGScontrol Editors
§ II.ii
Integrations

Connect your entire stack.

Native integrations with all major AI and cloud providers. Set up in minutes, not days.

OpenAI

OpenAI

GPT-4, GPT-3.5, DALL-E, Whisper.

Anthropic

Anthropic

Claude 3, Claude 2, Claude Instant.

AWS Bedrock

AWS Bedrock

Claude, Titan, Llama 2, Stable Diffusion.

Azure OpenAI

Azure OpenAI

GPT-4, GPT-3.5, Embeddings.

Vertex AI

Vertex AI

Gemini, PaLM, Imagen.

AWS

AWS

EC2, S3, Lambda, RDS, and more.

Google Cloud

Google Cloud

Compute, Storage, BigQuery.

Microsoft Azure

Microsoft Azure

VMs, Storage, Functions.

§ II.iii
And much more

Enterprise-ready features.

007

Role-based access

Admin, Manager, and Viewer roles with granular permissions for enterprise teams.

Security
008

Margin leakage protection

Automatic detection of unit cost variance and margin erosion with configurable sensitivity.

Intelligence
009

Export & reports

Export data to CSV, Excel, or PDF. Schedule automated reports to your inbox.

Reporting
010

Team management

Invite team members, manage roles, and track user activity across your organization.

Security
011

Enterprise security

SOC 2 compliant. Encrypted credentials, audit logging, and organization isolation.

Security
012

Cost explorer

Advanced filtering, sorting, and pagination for deep-diving into your cost data.

Analysis
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