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NOW ACCEPTING Q2 ENGAGEMENTS

Your AI team
is ready.

Top AI engineers, embedded in your team. We scope, build, and deploy production AI systems.

Most AI initiatives are
abandoned before they deliver.

42%

of companies abandoned most AI initiatives in 2025

S&P Global
5%

of companies create substantial value from AI at scale

BCG
$2.5T

in worldwide AI spending projected for 2026

Gartner

We don't sell AI.
We install outcomes.

Our engineers join your standups, work in your codebase, and ship production code. Not a 200-page strategy doc. First workflow live in 30 days. You own everything we build.

Embedded, Not Advisory
Live in 30 Days
Predictable Pricing
You Own Everything
Financial Services·Commercial Real Estate·Healthcare·Law·Accounting

Agents we build.

Every agent is custom-built for your workflows, your data, and your team.

Commercial Real Estate

  • Underwriting Model — Automates deal screening, cash flow analysis, and IC memo generation
  • Lease Abstraction Agent — Extracts key terms, rent escalations, and renewal options
  • Asset Management Dashboard — Real-time portfolio health and anomaly detection

Legal & Professional Services

  • NDA Review Agent — Reviews, redlines, and flags non-standard clauses in minutes
  • Contract Redlining Agent — Marks up vendor agreements with pre-approved language
  • Client Intake Agent — Classifies documents and pre-populates engagement materials

Healthcare & Accounting

  • Patient Intake Agent — Verifies insurance eligibility, pre-populates clinical docs
  • Clinical Documentation Agent — Ambient scribe and note generation
  • AP Anomaly Agent — Flags duplicate payments and billing discrepancies

Same tasks. Fraction of the time.

Lease Abstraction
4 hours12 minutes
IC Memo Drafting
2 days2 hours
Credit Memo Review
6 hours45 min
NDA Redlining
2 hours15 minutes
Client Intake
45 min5 min
$4B+

Assets under management across clients

30 days

Average time to first production workflow

~90%

Query accuracy on proprietary data systems

24hrs

Saved per week per engagement

Elite AI engineers,
embedded in your organization.

Every engagement includes a dedicated senior AI engineer, PhD evaluation oversight, and a project lead as your single point of contact.

DG

Daniel Gofman

President & Chief Implementation Officer

CPA and former Barclays CMBS originator who led AI adoption across a major bank's CRE group. Built production AI systems including underwriting agents, IC memo automation, and asset management tools.

MA

Michael Abehsera

CTO & Co-Founder

AI/ML executive and engineer. Kaggle Top 1% ML Engineer. Founded Ratio (backed by CRV, Vela Partners, Incubate Fund). Previously built AI at Motion (YC '20) and Viz.ai.

EMP

Emiliano Mankolli, PhD

Head of Data Science & ML

PhD in Machine Learning from the Bulgarian Academy of Sciences. Published researcher in ML optimization algorithms. University lecturer. Top of class in Mathematics & Computer Science.

From the field

Frequently asked

SHFA builds and implements production AI systems for businesses. We handle the full lifecycle — scoping, engineering, deployment, and ongoing maintenance — so your team gets working AI, not a slide deck.

An embedded AI engineer is a senior engineer who joins your team directly. They attend your standups, work inside your codebase, and ship production code alongside your existing staff.

We don't consult. We build, advise, maintain, and scale. Traditional firms hand you a strategy document and walk away. SHFA engineers stay embedded until the system is live, adopted, and compounding. You get working software, not recommendations.

Healthcare, real estate, financial services, law, accounting, and back-office operations. We also work with service businesses and trade businesses — plumbing, roofing, and field service companies automating scheduling, quoting, dispatch, and documentation.

First production workflow in 30 days. Not a prototype — a live system running in your environment.

You do. All code, models, and documentation belong to the client. No vendor lock-in, no licensing fees.

Common builds include underwriting automation, anomaly detection, lease abstraction, contract review and redlining, client intake, clinical documentation, AP processing, and scheduling and dispatch automation for field service businesses.

Schedule a call. If you're asking that question, you're ready.

Let's build.

We take on a limited number of engagements each quarter.