We begin with a focused discussion to understand your industry and specific company goals. This allows our AI consultants to assess your data readiness, surface near-term AI opportunities, and define success metrics that tie directly to customer satisfaction and bottom-line growth.
AI for Restoration Companies
Get paid in full on every restoration claim.
Krazimo builds custom AI for restoration companies — including JSTFYD, our claims platform that catches the line items you miss, defends your estimate against adjuster cuts, and turns job photos into IICRC-backed evidence. One client grew profit 358% in a year.
Krazimo builds custom AI for restoration companies — including JSTFYD, our claims platform that catches the line items you miss, defends your estimate against adjuster cuts, and turns job photos into IICRC-backed evidence. One client grew profit 358% in a year.
overview
We are a boutique AI engineering firm founded by former Google engineers. JSTFYD took us nearly a year of obsessive workflow detail to build — production AI that holds up the moment an insurer says “prove it.”
Get paid in full
JSTFYD: the AI claims platform we built for restoration
Restoration crews show up the moment disaster hits — flooding, fire, mold — and start the work immediately. The fight over getting paid comes later. Insurers and their administrators lean on “delay, deny, defend”: every decision has to be proven after the fact — citing the exact IICRC standard, pulling the right job photos, and turning responses around fast. It is an enormous drain on time and people, and it is where most restoration revenue quietly leaks away.
So we built JSTFYD — a Krazimo AI platform that makes the entire claims process defensible:
- Grounds every claim in the standards. When a dispute comes in, JSTFYD drafts the justification right inside your email workflow — every response cites the relevant IICRC or state standard, references your uploaded evidence, and links to comparable past claims.
- Turns your photos into evidence. Upload your job photos and JSTFYD reads and tags them, so the right room photo can be pulled as direct proof during a dispute.
- Defends your estimate line by line. When an insurer sends back a reduced estimate, JSTFYD flags every line item they cut, explains why it matters, and writes the standards-backed justification for putting it back.
- Checks your work before you submit. It confirms the evidence is there, flags documentation gaps, and stops weak submissions before they cost you a round of rework.
+358% profit in one year
In its first year with JSTFYD, one restoration client grew revenue from ~$4.1M to ~$5.1M (+23%) and profit from ~$445K to ~$2.04M — a 358% increase. Revenue rose because JSTFYD surfaced claims they used to miss; costs fell because they no longer needed a roster of outside experts to draft responses.
Custom AI across the restoration workflow
JSTFYD is the flagship, but the same engineering approach extends across the jobs that slow restoration teams down — structured intake and job capture, dispatch and scheduling, insurance documentation, and status updates for homeowners and adjusters. We connect to the CRM and field tools your team already runs, so AI works on top of your current process instead of forcing a switch.
Why restoration companies work with Krazimo
- We ship the product, not a demo. JSTFYD took nearly a year of obsessive workflow detail — production AI that holds up when an insurer says “prove it.”
- Senior engineers, ex-Google. The people who scope your system build it.
- Custom to your trade. Trained on your loss types, your jurisdiction’s codes, and your standards.
- Boutique focus. We cap active work so your project gets real attention.
Related capabilities: intelligent automation and multi-agent AI systems for teams ready to automate beyond claims.
how we work
01
Contextual Alignment
02
Brainstorm ROI-First MVPs
Using our data science expertise, we propose tailored AI solutions designed for maximum impact. We pitch pragmatic MVPs—such as natural language processing tools or custom models—that fit your specific business models and provide a clear path to production.
03
Workflow Shadowing & Mapping
Our engineers sit with the people responsible for identified tasks to learn how to “algorithmize” their workflow. This ensures your AI strategy remains grounded in reality; we validate constraints within your existing systems to plan an AI integration that enhances productivity without breaking what already works.
04
Build, Validate, and Guardrail
We develop custom AI solutions with built-in guardrails and Responsible AI practices. This phase of AI implementation emphasizes rapid feedback loops and rigorous testing to ensure every system delivers measurable business outcomes before being used broadly.
05
Gradually Scale Autonomy
We manage the transition from assistive tools to robust, autonomous AI systems. As we scale these technologies across your organization, we continuously refine your AI strategy to maximize operational efficiency and free your team for more creative, high-value tasks.
what our partners are saying
Not sure where AI actually fits your business?
Take the 60-second AI Fit Finder. A senior, ex‑Google engineer reviews your answers and comes back with a concrete first step — book a call at the end if it’s a fit.
FAQs
How can AI help a restoration company get paid in full?
Most restoration revenue is lost after the job, when insurers cut line items. Krazimo's JSTFYD platform catches missed billable items before submission, defends your estimate line-by-line against adjuster reductions with IICRC- and code-backed justifications, and turns your job photos into tagged evidence — so you recover what you are owed without a roster of outside experts.
What is JSTFYD?
JSTFYD is an AI-powered restoration claims platform built by Krazimo. It grounds every claim response in the relevant IICRC or state standard, references your uploaded evidence and comparable past claims, and drafts the justification right inside your email workflow. One restoration client grew profit 358% in their first year using it.
How does JSTFYD handle adjuster scope cuts?
When an insurer returns a reduced estimate, JSTFYD flags every line item they cut, explains why each one matters, and writes the standards-backed justification to put it back — turning a slow, expert-dependent fight into a fast, defensible response, and stopping weak submissions before they cost you rework.
Does it work with our existing tools and standards?
Yes. JSTFYD works inside your existing email workflow, lets you upload your local codes and jurisdiction-specific regulations, and weaves the exact relevant citations into each response. No rip-and-replace, and no industry experience required to operate it.