ler8.tech
2 slots available · Q2 2026
00 / 05

We build production software.
AI is the xler8tor.

We ship for clients with a real problem and a real deadline. Everything we build runs in production from day one. Everything is under NDA. The work that follows is what we can show.

Established2023
PracticeSoftware, AI, ML
LocationIslamabad / Remote
FootprintUS, EU, MENA
Tell us your problem›or jump to selected work ›
01

What we do

05 practices

We build software. AI is how we build it faster, and how we build what could not be built before.

01 / 05

Vision

Image and video processing. VLMs. On-device or in the cloud, depending on where the latency and the privacy live.

02 / 05

Language

LLMs, NLP, fine-tuning, multilevel prompt systems. Composed for the operator who reads the output, not the demo.

03 / 05

IoT

Edge devices, sensors, gateways, telemetry. From firmware to dashboard, including the boring middle where signals reconcile and protocols meet reality.

04 / 05

Models

Local open-weight when privacy or latency demand it. Cloud APIs when capability and scale demand it. We pick per problem.

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Machine learning

Classical and modern. Statistical engines, anomaly detection, fraud classification, scoring systems that hold up under audit.

All of it ships as apps. Mobile, web, any platform — built for the real conditions of production: dropped frames, flaky networks, shifting requirements.

02

Selected projects

07 in production · 2023 – 2026
Everything we ship runs in production. Everything is under NDA. › Click any row to expand.
Filter
07 / 07 shown
01 / 07

QSR Operations Intelligence

Quick-service restaurants · multi-site · 2025

Statistical engine deployed across 1,500+ locations. POS, labor, guest-satisfaction, vendor, and BI feeds ingested nightly. Every operational deviation classified by driver and pre-priced in recoverable dollars.

StackML anomaly & fraud
Multilevel LLM prompts
Video reconciliation
ROI pre-calculation
Footprint1,500+ locations
Stress-tested nightly
Findings priced in $
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02 / 07

Behavioral Simulation Engine

Workforce training · L&D · 2024

Training platform that replaces compliance videos and role-play workshops with a fully simulated workplace. Learners hold open-ended conversations with AI coworkers driven by a personality, a style, and a set of trust killers they react to in character.

StackLocal fine-tuned LLMs
Personality-driven NPCs
Multi-pass scoring
Framework-bound rubrics
Grading4 dimensions
Bound to client framework
Verbatim evidence per finding
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03 / 07

Handwritten Census to X12 Claim

Healthcare revenue cycle · medical billing · 2026

Billing platform that replaces the manual transcription bottleneck between hospital rounds and clearinghouse submission. A vision-language pipeline lifts every encounter on a marked-up census PDF into structured, defensible form.

StackVLM extraction
Bounding-box evidence
X12 837P generation
Closed denial loop
Validation6 rule-pack
Live CMS dictionary
CARC/RARC refile loop
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04 / 07

National Tax Code vs Climate Commitments

Climate finance · fiscal policy · 2026

Diagnostic tool for finance ministries testing whether their national tax code actually supports the climate commitments their country has signed. Surfaces complementary, countervailing, overlapping, and redundant provisions.

StackLocal fine-tuned LLMs
Semantic graph
Conflict detection
Scenario simulation
OutputComposite coherence score
Letter grade
Reform simulator
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05 / 07

Throughput Verification & Counted-Unit Audit

Heavy industry · manufacturing & logistics · multi-site · 2024

Real-time multi-sensor pipeline on the conveyors, dispatch belts, and loading gates where every unit crossing the line is a unit of revenue. Vision, motion sensors, and heat sensors cross-validate every count. Every counted unit written to a tamper-evident audit log.

StackCoreML / YOLO on-device
Motion sensor validator
Heat sensor validator
Trajectory tracking
Tamper-evident audit log
Throughput3 independent validators
Tolerant of occlusion + drop
Reconciles 3 counts
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06 / 07

County Cybersecurity Posture

Government · cybersecurity · 2026

Unified security posture dashboard for Chesterfield County, Virginia. 35 metrics from 9+ tools collapsed into one county-wide score across 7 weighted pillars. Five levels of drill-down.

StackPosture scoring
Compliance mapping
Drill-down dashboards
CJIS / HIPAA / PCI-DSS / FTI
Scale47 departments
13.5K identities
80K endpoints
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07 / 07

Tamper-Proof Evidence Chain

Environmental justice · human rights tech · 2023

Permanent, tamper-evident chain of custody for environmental harm evidence. Plaintext never leaves the device. Threshold key escrow means no single party, including the operators, can decrypt.

StackArweave anchoring
Ethereum timestamps
AES-256-GCM (Web Crypto)
Shamir-style escrow
Trust model3-of-5 trustee quorum
0 IPs logged
0 admin reads
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03

Who builds this

Founder · Team · Reach

A small bench of senior engineers, run by a founder who has shipped production AI at enterprise scale.

Co-founder and CTO at Oscar AI: operations platform for QSR franchises, $5M raised, 1,500+ locations live.

Before Oscar, ten-plus enterprise systems shipped in parallel at SPS for clients including Asplundh, OnTrac, and IBM. Eighteen years in production software.

Team of 35+ across Pakistan and the US, six time zones at peak. Based in Islamabad. Shipped for clients across the US, Europe, and MENA.

Years
18+
In production software
Team
35+
Senior engineers, six time zones
Locations live
1.5K
QSR sites on Oscar AI
Raised
$5M
Oscar AI · co-founder, CTO
04

How we work

05 steps · MVP in 3 weeks

No wasted time. Not yours. Not ours.

01 / 05

One-page writeup

Send us a brief — the problem, the deadline, the constraints. One page is enough. No forms.

02 / 05

First meeting

We sit down, you walk us through the brief, we ask the questions that matter. If it's not a fit, we say so on the call.

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NDA & 24-hour proposal

If we both want to move, we sign an NDA. Within 24 hours we come back with questions, ideas, and a preliminary approach. All free of cost.

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Proposal & sign

If you like the direction, we send a proposal. You sign it. We are in business the same day.

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MVP live in 3 weeks

Production-ready, instrumented, in the hands of real users. That is the guarantee. Not a roadmap, not a demo — live.

05

Start a conversation

24h response

Tell us the problem.
Tell us the deadline.

We will tell you if we can ship it.

We respond within 24 hours. If we are the right fit, we move immediately.