Vision

The time between “I need help” and “I got help” should be measured in hours, not weeks.

Klarefi exists to close that gap. We are rebuilding the form so regulated institutions can help people in hours instead of weeks.

Why we exist

People need help.

They need claims paid so they can fix the car, rebuild the house, recover from the injury. They need loans approved so they can buy a home, expand a business, send a kid to school. They need permits and subsidies issued so they can pay rent, feed their family, get medical care, break ground, open the shop. They need legal answers, healthcare referrals, identity checks, contract reviews. The big moments of people's lives sit on the other side of a regulated decision.

Every one of those decisions is gated by intake. A form. A pile of documents. A queue. A review.

Intake today punishes the person submitting it. The form asks for documents they have to dig out. Requirements change after submission. Half the questions repeat what they already answered. Errors stay silent for weeks. Ten days, twenty days, a hundred days pass before “I need help” turns into “I got help.” Every day in that gap is paid in real human cost: medical care delayed, housing in limbo, businesses not opened, savings drained while a file sits in a queue.

The how

The form has not changed in thirty years. We are rebuilding it.

The form is still a static page of fields, filled in once, submitted blind, judged silently. The applicant guesses what the institution needs. The institution rejects, asks again, and waits. Every problem in regulated intake traces back to this dumb form.

AI finally makes a different shape of form possible. One that is intelligent on both sides of the submission.

  • It reads what the applicant submits.

    Photos, scans, messy PDFs, real-world documents. The form pulls out the facts that matter and shows the applicant what it found.

  • It talks back.

    When something is missing or unclear, the form asks for it in plain language, in context, at the moment it is needed. No silent failures. No third resubmissions.

  • It verifies in real time.

    Answers are checked against the institution's existing systems as they arrive. Mismatches surface during intake, not during review three weeks later.

  • It cites its work.

    Every value the form extracts carries a source quote and page number. Operators see the evidence behind every answer before they decide.

  • It adapts to the applicant.

    Conditional logic shows the right questions for the right case. Nobody answers fifty fields they did not need to.

  • It stops being a wall.

    The form becomes the bridge. Intelligent enough to do the triage work itself and hand a complete, cited case to the operator on the other side.

The future

What changes when intake stops being a wall.

  • For the applicant

    Real-world documents accepted on the first try. Plain-language follow-ups for whatever is missing, at the moment it is needed. No silent rejections. No third resubmissions. No paper letters two weeks later.

  • For the operator

    Every case arrives verified, cited, and ready to decide. No retyping. No document chasing. No cross-checking the backoffice by hand. Time goes to judgment, not triage.

  • For the institution

    Lower cost per case. Shorter cycle times. Higher applicant trust. An audit trail that holds up under regulatory review. Intake becomes a competitive advantage instead of a bottleneck.

  • For the world

    Regulated processes that move at the pace people actually need them to. Claims paid this week. Permits issued this week. Loans approved this week. Help that arrives in time to matter.

The bet

The first company to rebuild the form for regulated industries owns the intake layer for the next decade.

Regulated institutions buy Klarefi for the cost and the customer experience. Triage cost cut in half. Ten-day waits turned into same-day decisions. Operator hours given back to judgment.

People receive it as help that finally arrives in time.

That is the vision. We are building it now.

Run a pilot on your actual documents.

Measurable accuracy and coverage numbers within two weeks. See the vision on your own intake.