All services
AI Cost & FinOps
Phase 03 — Enterprise AI Solutions

Stop paying for AI you don't actually use

We audit your Bedrock, OpenAI and Anthropic spend, implement prompt caching and model right-sizing, set up budgets and per-team chargeback — and typically cut AI bills by 30–50% in the first quarter.

Features

What we optimise

Spend audit across providers

We inventory every euro you spend on AI — Bedrock, Anthropic, OpenAI, Azure OpenAI, Copilot — and trace it back to teams, projects and use cases.

Caching, batching and right-sizing

Anthropic prompt caching can cut input costs by 90%. Right-sizing models to the actual task often saves another 40%. We implement both, measurably.

Per-team budgets and chargeback

Dashboards that show every team what they spent and why. Budget alerts before you blow through them. Chargeback that ends the 'AI is free' mindset.

Process

From audit to ongoing FinOps

1

Spend audit (2 weeks)

We pull invoices, API logs and Bedrock usage data and build a single picture of your AI spend.

2

Quick wins (week 3–4)

Prompt caching, model right-sizing, batching where possible — implemented in your pipelines, measured against baseline.

3

Dashboards & alerts

Per-team budgets in AWS Budgets, anomaly detection, weekly chargeback report — automated, in your BI tool of choice.

4

Monthly retainer

Continuous review of new spend, model price changes, and optimisation opportunities. We catch the next surprise before it lands.

Unmanaged AI costs grow quietly — until they're loud

First it's €200 a month — a marketing pilot. Then sales discovers ChatGPT, IT plays with Copilot, an intern builds a bot. Six months later the AWS invoice lands at €18,000 in Bedrock costs and nobody can explain who spent what on what. We bring transparency, kill the biggest cost drivers immediately, and put the process in place to manage AI investment like any other cost center.

30–50 %
typical Q1 savings
90 %
cheaper with prompt caching
100 %
per-team cost visibility
Use Cases

Who actually needs AI FinOps

Three typical starting points where we deliver clear savings within a quarter.

☁️
SaaS provider · 90 employees

Bedrock bill grew from €800 to €14,000/month in 9 months. Nobody knew which features burned how many tokens.

Per-feature tracking, caching on 3 hot paths, Sonnet→Haiku routing for classification. 56 % cost reduction in Q1 — same quality.
💶
Mid-sized publisher · 220 employees

Eight teams use GPT-5 and Claude on their own. CFO wants to charge back per department but has no data foundation.

Centralised billing via AWS Bedrock + cost tags, monthly chargeback report. CFO can charge back cleanly for the first time — marketing cuts its own spend by 38 %.
📊
Industrial group · 1,200 employees

Pilot is going productive. CIO needs hard budgets per area before this runs out of control.

AWS Budgets per cost tag, Slack alerts at 80 %, quarterly reviews. Spend growth throttled from +180 % to +12 % per quarter.
Technology

Four levers for clean AI costs

AI FinOps isn't a black box. There are four dials we turn measurably — across each of your platforms.

transparency

Per-team cost transparency

Every euro is attributed to a team, a use case and a model. You see per area what's running — and what it costs.

routing

Model routing & right-sizing

Not every task needs the top model. We route simple requests to cheap models and reasoning-heavy work to the strong ones — typically 40 % savings.

caching

Caching & batching

Anthropic prompt caching cuts repeat input costs by up to 90 %. Batch processing halves them again. Both measurable, both reversible.

budgets

Budgets & alerts

Hard budget per team, threshold alerts in Slack/Teams, monthly chargeback report. No team gets surprised by an invoice ever again.

Pricing
On request Individual quote

scoped to complexity

  • Audit existing Bedrock & API spend
  • Prompt caching and model right-sizing
  • Per-team chargeback dashboards
Same phase

Related services

Enterprise
Pricing
On request
scoped to complexity

AI Foundation on AWS

A governed AI environment on your own AWS account: Bedrock with access to Claude and OpenAI (ChatGPT) models, Guardrails, audit logs and cost controls — set up in 4 weeks.

  • AWS Bedrock + Guardrails in Frankfurt
  • Access to Claude and OpenAI models
  • Cost controls and full audit trail
Learn more
Pricing
On request
scoped to complexity

AI Assistant for Your Business

A digital team member that knows all your company documents and gives your staff the right answers instantly — around the clock.

  • Knows your entire company knowledge
  • Built into your daily tools
  • Gets smarter over time
Learn more
Enterprise
Pricing
On request
scoped to complexity

Agent Factory

A management platform for AI agents: deploy new agents independently, assign tasks, monitor results — no external vendor required.

  • Deploy new agents at the push of a button
  • Assign tasks & monitor results
  • Own AWS account, enterprise-grade security
Learn more
Governance
Pricing
On request
scoped to complexity

EU AI Act Compliance Package

Risk classification, AI register, DPIAs and governance committee setup — your documentation and processes ready for the regulator.

  • Risk classification per EU AI Act
  • AI register and DPIA templates
  • Vendor risk assessment for AI tools
Learn more
Regulated industries
Pricing
On request
scoped to complexity

Sovereign LLM Deployment

AI inside your own AWS environment — your keys, your data, no traffic to the public internet. For finance, healthcare and the public sector.

  • Data never leaves your AWS network
  • Encrypted with your own keys
  • Zero data retention with the model provider
Learn more
Pricing
On request
scoped to complexity

AI Security & Red-Team Audit

We test your AI systems the way an attacker would: prompt injection, data leakage, agent abuse and MCP server hardening — with a fix list you can act on.

  • Prompt injection & data leakage tests
  • MCP server and agent hardening
  • Prioritised remediation report
Learn more
No sales pitch. No pressure. Just a conversation.

Let's talk.

30 minutes, no obligation, no cost. We'll honestly tell you if and how we can help.