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Last updated: 24 April 2026

We're early-stage. Every active engagement is under NDA. We won't publish a customer logo or a savings number without explicit written approval — and so far, none of our customers have asked us to.

What we can share under NDA

If you're evaluating us for an engagement, ask. We can typically share:

• Anonymized baseline → after for an engagement matching your provider mix and workload shape (e.g. "RAG-heavy SaaS on Anthropic + OpenAI, 7-figure annual spend").
• Reference call with a current or former customer, when they've consented. We don't keep a "reference list" — we ask per-conversation.
• Sample audit deliverable with customer name and identifying details redacted. Shows the format and depth, not the numbers.

What we won't do

• Publish unverifiable savings claims. The headline numbers in our pricing example on the homepage are explicitly labeled illustrative. Real customer numbers aren't on this site.
• Use a customer logo without written permission, even if their procurement team mentioned us in an RFP.
• Buy testimonials. The "Customer Voices" section on the homepage is composite text describing common engagement reactions, not literal quotes.

When this page changes

When a customer offers to be a public reference, we'll publish here — with their words, their numbers, and their approval on file. Until then this page stays honest.

Get in touch

Want anonymized references for your evaluation? hello@llmcfo.com.