AI COST MANAGEMENT

For SaaS teams running AI in production

When your AI costs change, know why — and who should decide next.

Connect each change to the affected products, customers, and features, then measure the effect of the action taken.

Explore product

See product proof

Business attribution

Connect AI costs to the products, customers, and features behind them.

Move from provider totals to business context so you can see where spend is concentrated before deciding what to do next.

Cost attribution
Demo data

Selected view

By feature

Total AI spend

$48,730

Feature31%
Customer27%
Workflow24%
Environment18%
1Provider total
2Business attribution
3Business context

ILLUSTRATIVE PRODUCT SCENARIO · SYNTHETIC / DEMO DATA · NOT CUSTOMER RESULTS

Composition derived from real Product surfaces; fixture values only are synthetic.

Decision Center

Turn each signal into a clear decision with an owner.

Keep the owner, available evidence, deadline, and expected proof together before action.

Decision Center
Demo data

Selected decision

Review a model change for Support Copilot

Needs review

Owner

Alex R. · Engineering

Due date

12 Sep 2026

Affected scope

Support Copilot · Conversation

Why now / evidence

Input-token cost increased; available evidence should be reviewed before economic inference.

Recommendation context

Compare a lower-cost alternative and evaluation evidence before authorized change.

Expected proof

Compare post-change unit cost and evaluation evidence with the baseline.

History / audit cue

Signal captured → owner assigned → decision opened → history.

Decisions to review

3 decisions in queue

Supporting context

ILLUSTRATIVE PRODUCT SCENARIO · SYNTHETIC / DEMO DATA · NOT CUSTOMER RESULTS

Architecture

Choose how Kadryn connects to your AI traffic.

Direct Ingest observes without forcing a proxy. Gateway adds real-time controls only to the traffic you choose.

Direct Ingest

Observe · enrich · attribute · analyze

  • Connect supported usage data
  • Add business context
  • Attribute and analyze costs

No mandatory proxy · no runtime blocking

Gateway

Configured real-time controls

OPTIONAL · SELECTED TRAFFIC ONLY

  • Apply configured limits and policies
  • Route only selected traffic
  • Keep controls explicit and scoped

Measurement & audit

Separate what was modeled from what was actually observed.

Keep modeled, applied, observed, and workflow-confirmed states separate.

  1. 1

    MODELED / POTENTIAL

    Estimated before action

  2. 2

    APPLIED

    Change implemented

  3. 3

    OBSERVED / MEASURED

    Outcome observed after action

  4. 4

    WORKFLOW CONFIRMED

    Workflow state recorded

Audit trace
  1. Evidence
  2. Decision
  3. Change
  4. Outcome
  5. History

An observed result does not prove causality on its own. Workflow confirmation is not an independent financial audit.

Security & pricing

Review security, architecture and pricing before you talk to us.

Review hosting, access, audit scope, architecture and current plans on your own terms.

Security & trust

Data hosting

The primary application database is in Frankfurt, Germany. Third-party services and customer-enabled integrations may process data in other regions.

Review data scope

Identity & access

Google SSO: Pro+. SAML SSO, SCIM provisioning, and IP restrictions: Enterprise.

Review access controls

Audit history

Audit history is available from Business. Enterprise extends retention and compliance controls.

Review audit scope

Architecture

Direct Ingest works without mandatory runtime enforcement; Gateway remains optional.

Review architecture

Plans & pricing

Current pricing

Pro

Control production AI spend

€79 /month

View plan

Business

Govern AI spend across teams

€499 /month

View plan

Frequently asked questions

The answers you need before you move forward.

Do I need to route all production AI traffic through a proxy?

No. Direct Ingest supports observation, enrichment, and attribution without forcing all production traffic through a proxy. Gateway remains the optional path for configured runtime controls.

What is the difference between Direct Ingest and Gateway?

Direct Ingest observes and enriches usage without runtime blocking. Gateway can apply configured limits and policies only to the selected traffic that uses that control path.

Does a budget automatically block spend?

No. A budget supports monitoring, risk, and ownership. Active blocking requires a cap or policy that applies on the relevant configured control path.

How do you separate estimated and observed outcomes?

Kadryn keeps modeled or potential, applied, observed or measured, and workflow-confirmed states separate. An observed result does not prove causal ROI on its own.

What can I review before talking to Sales?

You can review product proof, architecture, security, data-processing scope, measurement guidance, pricing, and documentation without starting with a sales demo.

Which plan fits our needs?

Compare Free, Pro, Business, and Enterprise, including the features available on each plan, before choosing a paid plan.

Next step

See the product in action before you decide.

Explore product proof, start free, or talk to an expert if you need more context.

Explore productStart freeTalk to an expert