FOCUS v1.2 compliant · GDPR-friendly · AI-first

Manage Cloud and AI token cost in one panel.

Ledops unifies your AWS/Azure/GCP bills with Claude, OpenAI and Gemini token spend in a single FOCUS-compliant view. Per-feature, per-customer unit economics — built for AI-native teams.

Free FinOps Maturity Quiz Join Early Access

First 10 customers get the Design Partner program — 50% off · 6 months.

FinOps Open Cost and Usage Specification

FOCUS v1.2 compliant data model

The FinOps Foundation industry standard. AWS CUR, Azure Cost Details, GCP BigQuery Billing Export and LLM bills all map to the same schema — no vendor lock-in.

AWSAzureGCPAnthropicOpenAIGemini

One platform. Cloud + AI + business context.

Legacy FinOps tools don't see AI tokens; LLM observability tools don't see the cloud bill. Ledops unifies both under FOCUS v1.2.

Token Tracker

Anthropic · OpenAI · Gemini

Real-time cost per LLM call. Which feature, which customer, which prompt is spending — multiple providers in one row. Cached vs. uncached token breakdown included.

Virtual Tagging DSL

Retroactive allocation

Allocate retroactively even without tags. Map "prod-api-*" resources to the platform team. Reclassify 13 months of history with rules — start chargeback the next day.

Unit Economics

Per-customer margin

Real margin per customer: combine LLM + cloud + infra into one ledger and subtract from MRR. CFO-ready executive dashboard built for AI SaaS.

Ledops Academy

Open FinOps & AIOps content

AIOps and FinOps practices change fast. We publish technical guides, model cost benchmarks and adoption playbooks for engineering and finance teams scaling on AI.

Coming soon

"State of AI FinOps 2026" report

Spend breakdown across LLM and cloud, model preferences and average margin in AI-native companies. Released alongside V0.4.

Weekly

Ledops Academy blog

FOCUS v1.2 implementation guide, AWS Savings Plans deep-dives, prompt cache strategies, Claude vs. GPT cost comparisons.

Free

FinOps Maturity Quiz

Measure your team's maturity in 20 questions on the FinOps Foundation's Crawl-Walk-Run-Fly model. PDF report by email.

Join early access

First 10 customers get the 50% off · 6 months Design Partner program. No spam, only beta announcements.