Forward Deployed AI Engineering, Houston

I embed with your team and ship production AI into your systems.
Then you own the outcome.

Start with a free AI audit. I map your workflows and show you two or three places AI saves you real time or money. No charge, no obligation.
30 years of enterprise engineering. 5 intelligence systems live in production on real government data: offshore safety, air quality, flood risk, product recall, federal regulatory change.

30+ Years Engineering5 Systems LiveTexas Registered LLC
5
industrial intelligence systems in production
30+
years enterprise software
Houston
based, Texas LLC
Free
public MCP tools you can try today
Forward-Deployed Proof

Five systems shipped. Live in production today.

These are not demos. Each system runs live on real government data, and any client reaches it over MCP. This is the forward-deployed loop applied to my own systems first: scope the bottleneck, ship into production, prove every claim with a cited answer. I prescribe these only when they win on merit.

AI Safety Intelligence Platform

Beacon GoM

Safety analytics platform transforming BSEE data into cited intelligence for Gulf of Mexico offshore operations. Interactive dashboards, AI chat, document search, and MCP integration.

  • Real-time BSEE safety analytics
  • AI chat engine with cited answers
  • 63+ investigation reports searchable
  • MCP integration for AI workflows

Not sure where AI fits? Start with a free AI audit.

AI Regulatory Change Intelligence

RegScope

Regulatory change intelligence monitoring 13 federal and Texas state sources. 6-signal entity resolution matches changes to your facility's permits, NAICS codes, and programs. Cited impact assessments with human-in-the-loop approval.

  • 13 government data sources monitored
  • 6-signal entity resolution matching
  • Cited impact assessments with audit trail
  • 8-tool MCP integration

Not sure where AI fits? Start with a free AI audit.

Product Recall Intelligence

RecallWatch AI

Product recall intelligence monitoring CPSC, FDA, and EU Safety Gate. 4-signal matching engine scores every recall against your product catalog. Cited action briefs tell you exactly which SKUs are affected and what to do.

  • CPSC, FDA & EU Safety Gate monitoring
  • 4-signal catalog matching engine
  • Cited AI action briefs with PDF export
  • 5-tool MCP integration

Not sure where AI fits? Start with a free AI audit.

Hyperlocal Air Quality Intelligence

AirShield

Merges EPA AirNow, EPA ECHO enforcement records, NWS wind data, and TCEQ monitoring for Houston's industrial corridor. Detects AQ anomalies, correlates with upwind facility compliance records, and generates fully cited explanations, every claim traceable to a specific government data point.

  • 25+ AQ monitors, 21K+ ECHO facilities
  • Explain This Spike cited narratives
  • Wind-conditioned facility correlation
  • 6-tool MCP integration

Not sure where AI fits? Start with a free AI audit.

Real-Time Flood Intelligence

FloodPulse

Real-time flood intelligence for the Houston metro. Combines HCFCD, NWS, USGS, and FEMA data to produce cited risk assessments, road impact scores, and post-event storyboards across 18 neighborhoods.

  • 63+ live gage stations monitored
  • 5-signal neighborhood risk scoring
  • Post-event storyboard generator
  • 6-tool MCP integration

Not sure where AI fits? Start with a free AI audit.

How We Work

Our Methodology

A proven four-phase approach that minimizes risk and maximizes time-to-value for every AI initiative.

1

Discovery

I dig into your business, workflows, and bottlenecks. No slide decks. Honest conversations about where AI saves you real time.

1-2 weeks
2

Strategy

A clear plan with priorities, timelines, and expected outcomes. You know exactly what I am building and why before I write a line of code.

1-2 weeks
3

Build

I ship working software into your live systems in weeks, not months, with continuous demos. Every deploy passes a smoke test verifying real endpoints return real data. No mock fallbacks. Root-cause fixes only.

4-12 weeks
4

Evolve

Your software is not done when it launches. I monitor, optimize, and add capabilities as your business grows.

Ongoing
Why AiGNITE

One Senior Engineer. Five Live Systems. Zero Slide Decks.

AiGNITE Consulting is run by Nuwan Samaranayake, a software engineer with 30 years of enterprise experience. I do not hand you a slide deck. I embed with your team, scope the one bottleneck worth solving, and ship production software into your live systems. Five industrial intelligence systems across offshore safety, regulatory compliance, product recall, air quality, and flood risk prove one senior engineer ships what entire teams promise and rarely deliver.

Direct Senior Expertise

Work directly with a 30-year engineering veteran. No junior handoffs, no account managers in between, just deep expertise applied to your problem.

Builder, Not Advisor

I architect, code, and ship production software into live systems. Five systems across safety, compliance, and environmental intelligence back the claim.

5 Systems Live

Offshore safety, regulatory compliance, product recall intelligence, air quality monitoring, and flood risk, real systems serving real customers, built end-to-end by one engineer.

Enforcement, Not Vibes

Speed without discipline is the slow path. Every deploy passes a smoke test against real endpoints, with row-count-verified migrations and no silent mock fallbacks. You get production software verified against real data. Not a demo.

Global Operations

Two entities across two continents. AiGNITE Consulting LLC in Houston serves US industrial markets. AiGNITE Software Pvt Ltd in Colombo builds localized solutions for South Asian businesses and communities.

Data to Deployment

From data engineering to model deployment to production ops, one engineer, one relationship, the entire AI lifecycle under one roof.

Global Presence

One Brand. Two Markets. Built to Serve.

Houston, Texas

AiGNITE Consulting LLC

Industrial AI products for the US energy and compliance sector. Beacon GoM, RegScope, and RecallWatch serve EHS managers, compliance officers, and plant operators with AI-powered safety and regulatory intelligence.

Offshore SafetyRegulatory IntelligenceProduct Recall
Colombo, Sri Lanka

AiGNITE Software Pvt Ltd

Localized AI solutions for South Asian small businesses. Payroll management with EPF/ETF compliance, AI-powered product photography, and agricultural technology platforms serving Sri Lankan communities.

Payroll & HRAI PhotographyAgriTech
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Community Impact

AiGNITE builds pro-bono AI platforms for underserved communities. GoviHub connects Sri Lankan farmers directly to buyers using AI-powered crop matching and agricultural knowledge, serving over 460,000 regulated agricultural entities.

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Leadership

Meet the Founder

Nuwan Samaranayake

Nuwan Samaranayake

Founder & CEO

30 years of enterprise software engineering at IBM, Infosys, and HPE, delivering mission-critical systems for USPS, Hilton, and NASA JPL. Now building AI intelligence products that transform publicly available government data into enterprise-grade insights. M.S. Computer Science, University of Houston-Clear Lake.

One engineer + AI = what used to take a full team.

LinkedIn
The AiGNITE free AI audit

Start with a free AI audit.

One 45-minute call. I map your workflows and show you two or three places AI saves you real time or money. You keep the map. No charge, no obligation. If there is nothing worth doing, I will tell you.

Want the documented plan now? The full AI Tools Assessment is $999, credited toward any build. See what it covers.

Book a free AI audit