Wiv for AI Cost

AI spend is exploding.
Take back control.

Wivy, your AI FinOps Agent, explains every AI dollar across every provider, enforces budgets and policies, and executes optimizations with your approval.

Wiv for AI Cost

Wivy, your AI FinOps Agent, explains every AI dollar across every provider, enforces budgets and policies, and executes optimizations with your approval.

Wiv for AI Cost
Wiv for AI Cost
Wiv for AI Cost
Wiv for AI Cost
Wiv for AI Cost
5+

AI providers in one platform: OpenAI,
Anthropic, Bedrock, Azure OpenAI, Vertex AI

Minutes

To root cause, not hours of
digging through billing exports

100%

Of actions approved by a
human before Wivy executes

Why Wiv

Your AI bill explains nothing.
Wivy gives you control.

AI spend doubles before anyone can explain it. Control means three things: knowing instantly where the money goes, budgets and policies that actually hold, and optimizations that get executed, not just recommended.

Wiv for AI Cost Understand

Every AI dollar, explained

Where the money goes, the moment you ask: by provider, model, team, project, and user with root cause for every change.

Wiv for AI Cost Govern

Budgets that hold

Policies and budgets per team, accountability by owner, and human-in-the-loop approval on every action.

Wiv for AI Cost Act

Savings, realized

Prompt caching, model migration, batch APIs, each quantified, and executed by Wivy after your approval.

screenshot
How it works

From connection to savings, in four steps

01

Connect

Plug in your AI providers through their usage and billing APIs. Read-oriented access, no code changes, no SDK.

MINUTES, NOT WEEKS
02

Wivy analyzes

Continuous analysis of every request: input vs output tokens, cache hits, models, regions, API operations, mapped to teams and users.

24/7, AUTOMATIC
03

You get answers

Executive reports, dashboards, and alerts, generated for you. Ask anything in plain language, get the root cause in minutes.

NO DASHBOARDS TO BUILD
04

Approve, Wivy executes

Every optimization becomes a workflow with an owner and an approval. You approve, Wivy executes and verifies the savings.

HUMAN-IN-THE-LOOP
Capabilities

What Wivy does, automatically

Wiv for AI Cost

Executive reporting

Board-ready AI cost reports, generated on schedule.

Wiv for AI Cost

Root cause analysis

Which model, operation, region, and owner, in minutes.

Wiv for AI Cost

Prompt caching

Repeated-prompt workloads found, savings quantified.

Wiv for AI Cost

Model migration

Cheaper alternatives compared on cost and quality.

Wiv for AI Cost

Budgets & policies

Limits per team and project, enforced with approvals.

Wiv for AI Cost

Automated workflows

From detection to executed fix, human-approved.

Complete visibility

Every dimension of AI spend

Not just a total. Every dollar sliced the way your organization actually works.

Financial

  • Total spend & trends
  • Input / output tokens
  • Cached tokens
  • Daily & monthly views

Technical

  • Provider & model
  • API operation
  • Region
  • Usage type

Organizational

  • Organization & BU
  • Project & team
  • Individual user
  • Owner accountability

Consumption

  • Requests
  • Token breakdown
  • Cache hit ratio
  • Model distribution
The optimization engine

Where the savings come from

Wiv for AI Cost

Prompt caching

Wivy detects workloads with repeated prompts and calculates what caching would save.

  • Cache-hit potential per workload
  • Monthly and annual savings, estimated
  • Implementation guidance, concrete steps
TYPICAL WORKLOAD: 40–70% CHEAPER
Wiv for AI Cost

Model migration

Workloads running on legacy or oversized models, matched to better alternatives.

  • Cost comparison per alternative
  • Quality considerations, flagged
  • Migration effort, estimated
OFTEN THE SINGLE BIGGEST SAVING
Wiv for AI Cost

Best practices

Continuous detection of inefficient patterns across your AI usage.

  • Batch API opportunities
  • Token reduction & prompt optimization
  • Legacy model & inference inefficiencies
FOUND CONTINUOUSLY, NOT ONCE

Every recommendation ships with

  • PRIORITY
  • BUSINESS IMPACT
  • ANNUAL SAVINGS
  • EFFORT
  • ROI

So your team always works on the highest-value fix first.

The Wiv difference

Insights are step one. Wiv is built for what comes after.

Most tools stop at a dashboard. Wiv connects to the tools your teams already use, puts an owner on every dollar, and operates the fix to done.

screenshot
Wiv for AI Cost

Connected to your stack

Slack, Teams, Jira, ServiceNow, email, webhooks. Wiv works where your teams already work, no new tool to check.

Wiv for AI Cost

An owner on every dollar

Every cost, alert, and recommendation is mapped to a person. Wivy pushes the right information to the right owner: reports to leadership, alerts to engineers, budgets to team leads.

Wiv for AI Cost

Automations for control, not just savings

Budget-breach workflows, anomaly triage, approval chains, tagging enforcement. Governance that runs itself.

Wiv for AI Cost

Operated to done

Recommendations don't sit in a queue. Wivy opens the case, routes it, nudges, escalates, executes on approval, verifies, and reports back.

No SQL. No dashboards to build.

Just ask 
Wivy

screenshot
Why did AI costs increase last month?
Which model costs us the most?
Who are the largest AI consumers?
Show me unused prompt cache opportunities.
Open a case for the top savings opportunity.
Generate an executive AI cost report.

Wiv helps us manage hundreds of cloud environments for our customers. With Wivy handling the analysis and follow-up, our FinOps team supports 10x more customers, without growing headcount.

Wiv for AI Cost
Dor Danosh
Head of FinOps @Commit

One platform, every AI provider

Wiv for AI Cost
Wiv for AI Cost
Wiv for AI Cost
Wiv for AI Cost
Wiv for AI Cost
FAQ

Questions, Answered

How does Wiv connect to my AI providers?

Both. Wivy investigates and recommends, and when you approve, it executes the workflow: opens the case, routes to the owner, applies the fix, and reports back. Human-in-the-loop, always.

Can Wivy actually take action, or just recommend?

Both. Wivy investigates and recommends, and when you approve, it executes the workflow: opens the case, routes to the owner, applies the fix, and reports back. Human-in-the-loop, always.

Does it work alongside my cloud cost management?

Both. Wivy investigates and recommends, and when you approve, it executes the workflow: opens the case, routes to the owner, applies the fix, and reports back. Human-in-the-loop, always.

How is usage attributed to teams and users?

Both. Wivy investigates and recommends, and when you approve, it executes the workflow: opens the case, routes to the owner, applies the fix, and reports back. Human-in-the-loop, always.

Take back control of AI spend

See every AI dollar, understand why it moves, and turn insights into savings, with Wivy doing the work