The engineer you posted for. And more like him.
Saksham "Saks" Jain. Python heavy. AI-native. Builder's Risk ready.
Text Nik · 412.320.1130
or nik@100x.inc
1
Engineer ready
100x
Backed
Imran
Referred by
scroll
our read · before the deep dive
What we think you're shipping.
Read from your hiring post and rsquaredai.com/industries/insurance. If we're off, the call corrects us.
01 · The work
Phase 2 of UW automation.
Phase 1 workflow design proven with your client. Phase 2 turns it into production AI against the underwriting stack.
02 · The gap
A full-stack AI engineer.
Angular and Python. AI-native by default. Walks into a codebase, ships in it. Contract-to-hire.
03 · The line
Builder's Risk · res + commercial.
Construction insurance. Property at its hardest. Exposure changes monthly.
Off-read? 412.320.1130 sets us straight. Or scroll, and check our read against the work product.
02 · the admin work
Submission inbox. Bind-ready data.
Broker emails in. The agent reads the body and attachments, extracts the fields a UW needs, routes to the right desk. The kind of intake module Saks builds.
// Example submission · names redacted for confidentiality //
intake.[underwriter].com/construction/today
Live intake
·
Agent extracting
New submission · mid-rise apt project (TX)
Hey team,
Attaching the loss runs for the mid-rise apt project. Build in TX, $42M completed value. GC is a clean track record contractor, 5 prior TX builds, surety bond cleared.
Looking for builder's risk + GL combined. GL exposure capped at $2M. SOV and the GC contract attached. Routing this to your Mid-Atlantic capacity desk.
Attaching the loss runs for the mid-rise apt project. Build in TX, $42M completed value. GC is a clean track record contractor, 5 prior TX builds, surety bond cleared.
Looking for builder's risk + GL combined. GL exposure capped at $2M. SOV and the GC contract attached. Routing this to your Mid-Atlantic capacity desk.
Extracted · ready for UW
InsuredGC · clean track record
ProjectMid-rise apt · TX
Comp value$42M
CoverageBuilder's Risk + GL ($2M cap)
GC track5 TX builds · surety cleared
Risk classBR-flagged · GL-3
Routed to Mid-Atlantic capacity desk
03 · client relationships
The producer's day. Auto-logged.
Calls auto-log to CRM. Tap a card to see what got extracted. The day stays on the relationship, not the keyboard.
// Example day · GC and broker names redacted //
Today
12 calls · 14 auto-logged
BR
Broker · regional10:42
Submission queue8m
2 fields logged
Auto-extracted to CRM
Submissions · 4 triaged
Capacity · Mid-Atlantic
Leads pushed to underwriter queue
GC
GC · mixed-useLIVE
Mixed-use mid-rise · ~250 units · TX market...
GC
GC · follow-up1:00
Mid-rise apt projectUp next
Auto-prepped
Auto-prepped briefing
Last call · 14m recap
Open · 2 questions
SOV · 4 line items
Pulled from morning call + project file
tap a card
04 · ai-assisted underwriting
The agent reads. The underwriter decides.
The agent reads every submission, surfaces the risk, recommends an action. The underwriter accepts, overrides, or refers. Saks builds the agent. The human signs the decision.
// Example case · insured and project labels redacted //
desk.[underwriter].com/uw/sub/mid-rise-apt-tx
Mid-rise apt project · TX
Agent confidence
87
→ Agent extracted
Insured
GC · clean track record
Coverage
Builder's Risk + GL ($2M)
Project value
$42M completed
GC track
5 TX builds · surety cleared
→ Agent's read
- ✓GC track is clean · 5 prior TX builds, surety cleared
- ✓GL exposure $2M sits within standard band
- !Mid-rise scale flags capacity check
Agent recommendation
Quote at standard rate. Refer capacity to senior UW.
05 · carrier system integration
Bind once. The rest follow.
Producer CRM, policy admin, rating engine, bind. The agent keeps them in lockstep. Whichever stack your client runs.
All systems in sync
SF
GW
MJ
EL
100x
Agent
Stack shown is representative. Actual systems confirmed in discovery.
06 · builder's risk
We know what to read.
Construction insurance is property at its hardest. Here's what a 100x engineer learns first. Six things a Builder's Risk underwriter actually checks.
01 · SOV
Hard vs. soft.
Line by line, against the cover letter.
02 · GC
Contractor history.
Claims, liens, board records. Trail shown.
03 · Course
Exposure changes monthly.
Month 3 is not month 8. Endorsed to milestones.
04 · Plans
Occupancy + class.
ISO codes. Frame, masonry, fire-resistive.
05 · Hazard
Wildfire, flood, wind, seismic.
Geocoded by zone. Not by memory.
06 · Coverage
Forms, endorsements, exclusions.
Coverages A, B, C. To the carrier library.
07 · the shape of the work
What an AI-native engineer can do here.
Two columns. One philosophy. Today, humans do the data assembly. Tomorrow, humans do the judgment. Agents do the assembly.
Today
Humans do the assembly.
- Broker email read by hand
- SOVs and ACORDs by eye
- Risk citations by hand
- Capped by underwriter hours
Agents
Tomorrow
Humans do the judgment.
- Agent reads email + attachments
- SOV reconciled, flagged
- Risk summary drafted with citations
- Underwriter time flows to judgment
08 · architecture
The kind of architecture Saks ships.
Five agents, one stage each. Each has a single input shape, a single output shape, and a single audit boundary. An AI-native engineer's instinct for this domain.
01 · Intake
Submission Intake
Reads broker email, attached ACORD forms, schedules of values, GC sheets, construction plans. Writes structured submission into the policy admin system.
InBroker email + attachments
OutStructured submission record
02 · Extraction
Document extraction
SOV totals reconciled against the schedule. ACORD fields verified against the cover letter. Plans classified by occupancy and construction type. Discrepancies surfaced, not hidden.
InPDFs · ACORDs · SOVs · plans
OutValidated data + discrepancy log
03 · Risk scoring
Risk scoring
GC reputation lookup. Geographic hazard pull (wildfire, flood, seismic, wind). Hard-cost vs. soft-cost ratios. Plan-review flags. Outputs a risk summary with citations the UW can verify.
InValidated submission
OutRisk summary + citations
04 · UW co-pilot
UW co-pilot
Drafts the accept, decline, or refer recommendation. UW reads, edits, signs. The agent never signs. Threshold for auto-refer set by your audit team, not by 100x.
InRisk summary + policy rules
OutDraft recommendation
05 · Audit
Audit logger
Every read, every write, every decision boundary emits a structured event. The audit team can reconstruct any bound policy back to the broker email it came from. Regulator-ready by default.
InAll agent activity
OutAppend-only event log
09 · why we believe
Same pattern. Three verticals.
Document intake. Risk scoring. Decision support. Audit boundary. Same four primitives, three verticals already in production. R Squared's insurance is the fourth.
Primitives
S
Sophei
Home.LLC · HEI servicing
B
Button
Consumer mortgage
F
Fortune ACQ.
M&A buy-box
Inputs
100M+ US properties, servicing files
Borrower docs, KYC, income
Multi-client acquisition criteria
Decision
HEI underwriting + capital deploy
Loan accept, refer, decline
Target fit + bid recommendation
Audit
Servicing log · regulator-facing
Per-decision audit trail
Cross-client compliance controls
Live
5 yrs in production
Phase 1 shipped 2026
Scaling live
S
Sophei
Home.LLC · HEI servicing
Inputs100M+ US properties, servicing files
DecisionHEI underwriting + capital deploy
AuditServicing log · regulator-facing
Live5 yrs in production
"With 100x, we replaced 100+ originators, underwriters, and servicers with a single AI agent. Analyzed 100M+ properties to find the best investment targets."
Nik Shah · CEO, Home.LLC
B
Button
Consumer mortgage
InputsBorrower docs, KYC, income
DecisionLoan accept, refer, decline
AuditPer-decision audit trail
LivePhase 1 shipped 2026
CLOSED-WON
2026-05-15
Phase 1 shipped
F
Fortune ACQ.
M&A buy-box
InputsMulti-client acquisition criteria
DecisionTarget fit + bid recommendation
AuditCross-client compliance controls
LiveScaling live
"You've helped us acquire real estate faster as our strategic partner and have expanded with us."
Ted Farry · COO, Fortune Acquisitions
S
"With 100x, we replaced 100+ originators, underwriters, and servicers with a single AI agent. Analyzed 100M+ properties to find the best investment targets."
Nik Shah · CEO, Home.LLC
B
CLOSED-WON
2026-05-15
Phase 1 shipped
F
"You've helped us acquire real estate faster as our strategic partner and have expanded with us."
Ted Farry · COO, Fortune Acquisitions
10 · carrier guardrails
No swap-out. No black box. No lock-in.
Four defaults, not four upsells.
No new system of record
Sits alongside Salesforce, Guidewire, ELSA. Your stack stays.
Audit log on every write
Every action attributable, day one. Any bound policy can be reconstructed back to the broker email it came from.
No data egress
Runs inside your client's tenancy. Their data stays where their lawyers say it stays.
No vendor lock-in
Code transfers. The agent runs on your client's infra, not ours.
Human-in-the-loop · threshold is your call. Agents draft and score. The human signs the decision. Agents never bind.
11 · score the alternatives
Pick the one that ships.
Four paths. Four dimensions. Honest read across.
| Status quo | Build in-house | RPA · vendor | ★ 100x agent | |
|---|---|---|---|---|
| First code in your repo when does work start | None | After hire + ramp | Vendor pilots first | Saks pairs with Will, ships code |
| Cost to walk away what if it doesn't fit | Zero | Sunk hire + ramp | Vendor lock | Walk after any gate. Code is yours. |
| Who owns the code keep what we built | Distributed | You + contractor | Vendor owns model | You. Code transfers. |
| AI-native culture actually AI-fluent | Manual | Hire-dependent | Low-code, not AI-native | Three verticals shipped |
12 · who shows up
Meet Saks.
Saks builds. Sid ships. Nik backs the call.
on the keyboard · lead engineer
Saksham "Saks" Jain
AI Full-Stack Engineer · 100x
Python heavy. AI-native by default. Reads codebases, ships modules. The intake. The producer auto-log. The UW co-pilot. The carrier sync. He builds it.
saksham@100x.inc
And more 100x Full-Stack AI Automation Engineers behind Saks.
13 · the ask
Could Saks be the answer?
Test before you invest. Ten minutes with Nik. No deck. No fee.
if it fits.
412.320.1130
or nik@100x.inc