Damnit
Pre-seed · Enterprise pilots

Aaron's Trust

Software that computes instead of guessing.

We build regulated, high-consequence tools on one rule: a number that matters is calculated by deterministic code, never composed by a language model. Three branches, one engine.

Three branches in development

Legal Protection & Pro Se Tools

Structured guidance for people representing themselves: filing deadlines, jurisdiction rules and document assembly, with every citation traceable to its source.

  • Deadline and jurisdiction calculators
  • Document assembly from verified templates
  • Cited answers, never confident paragraphs

Automated Commercial Insurance Underwriting

Risk priced by one auditable engine instead of a chat transcript. Fleet class, ticket history and loyalty adjustments compound in a fixed order that regulators can replay line by line.

  • Deterministic premium calculation, to the cent
  • Every step of the trail returned with the quote
  • Unknown rate classes are refused, not estimated

Adaptive K-12 Tutoring Portals

Instruction that adapts to the learner while keeping the record of what was mastered. Progress is measured against a curriculum map, not a conversation.

  • Curriculum-mapped mastery tracking
  • Guardian-visible progress records
  • Minors' data isolated by design

What makes it defensible

✓ Arithmetic is code, not prose

Premiums, deadlines and scores come from one deterministic calculator with integer-cent steps. The model may explain a result; it is never the source of it.

✓ Client PII never reaches a model

Names, phone numbers and addresses are replaced with one-time tokens before any prompt leaves our infrastructure, then restored only for the client who sent them.

✓ Every answer can be replayed

Quotes return the inputs and the step trail, so an underwriter, auditor or guardian can reproduce the figure exactly rather than trust a summary.

Pilot briefings

One short note when a branch opens to pilot partners. No product marketing, no reselling of the list, and one click to leave.

We store the address and the date it arrived. Nothing else.