Oculi·Dei
Oculi Dei LLC — Michigan

Enquiries

Start with your
own traffic.

Compression gains vary by domain, so the honest first step is measuring your corpus rather than quoting you someone else's number. That measurement happens before any commitment, and the figure it produces is the figure we work from.

Who this is for

OPERATORS

You own an inference bill

Self-hosted or API. If your traffic is concentrated in one domain — agentic tool calls, code, filings, technical documents — that concentration is exactly what a tuned vocabulary converts into savings and context headroom.

RESEARCHERS

You work on tokenization or efficiency

We publish results rather than the recipe, but we are glad to discuss the measurement methodology, the held-out design, and where the boundary with published prior art sits.

INVESTORS

You want to see the evidence

Every figure on this site is reproducible from the measured benchmark behind it. We will walk through any of them with you — the methodology, the held-out design, and the source measurement each number comes from.

PROGRAMS

Grants, accelerators and compute

Oculi Dei LLC is a Michigan company. For diligence requests, capability statements, or program paperwork, use the form and say which program.

Send an enquiry

Tell us roughly what your traffic looks like and we will tell you what is measurable about it.

We use what you send here only to reply to you. Nothing is shared with third parties.

Or write directly

Email

If you would rather not use a form, this reaches the same place.

contact@oculidei.com