Houston-Based AI Consulting

Working software in weeks.
Not slide decks in months.

AiGNITE turns public government data into cited intelligence your team uses the same day. Five products live in production. Public MCP servers on Smithery. Built end to end by a 30-year engineer.

30+ Years Engineering5 Products LiveTexas Registered LLC
30+
Years Experience
5
Products Live
27+
Gov Sources Monitored
29
MCP Tools Live
What We Do

Five Services. Each One Tested On a Shipped Product.

We assess, strategize, and build — not just advise. From integrating AI into existing workflows to modernizing legacy systems and shipping new products from scratch.

Claude Practice

New

AI training and rollout for small to midsize companies. Workshops, role-based deep dives, implementation sprints, and ongoing practice support, built by an engineer who ships AI products.

WorkshopsImplementation SprintsPractice Retainer
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AI Strategy & Consulting

We assess where AI fits in your business, identify the two or three places AI moves a real metric, and build a clear roadmap, then stay to help you execute it. Five live products prove we know how to go from strategy to production.

AI ReadinessUse Case DiscoveryRoadmapping
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Custom AI Solutions

End-to-end development using Claude Code. Five shipped products in production prove the pattern.

Vibe CodingLLM IntegrationFull-Stack AI Apps
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Data Engineering & Analytics

Build the data foundation your AI needs, pipelines, warehouses, and analytics platforms that turn raw data into cited intelligence with full source traceability. From real-time BSEE safety data to EPA air quality feeds to FEMA flood zones.

ETL PipelinesData LakesBI Dashboards
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Legacy Modernization

Migrate aging software to AI-enabled smart applications. We preserve your business logic while unlocking automation, intelligence, and modern UX, the same approach we used to build Beacon GoM for offshore energy ops.

MigrationAI IntegrationCloud-Native
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Workflow Automation

Identify repetitive processes and automate them with AI, from document processing and data entry to decision support and customer interactions. We build and ship the automations, not advice about them.

Process MiningRPA + AIIntelligent Workflows
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Products We've Shipped

From Offshore Rigs to Product Shelves

Five AI intelligence platforms built by one engineer — safety, compliance, recall monitoring, air quality, and flood risk. Each one shipped, live, and serving real customers.

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
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
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
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
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
How We Work

Our Methodology

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

1

Discovery

We dig into your business, workflows, and pain points. No slide decks, just honest conversations about where AI can actually move the needle.

1-2 weeks
2

Strategy

A clear plan with priorities, timelines, and expected outcomes. You'll know exactly what we're building and why before we write a line of code.

1-2 weeks
3

Build

Rapid development using AI-assisted vibe coding. We ship working software in weeks, not months, with continuous demos and feedback loops.

4-12 weeks
4

Evolve

Your software isn't done when it launches. We monitor, optimize, and add capabilities as your business grows and AI technology advances.

Ongoing
Why AiGNITE

One Engineer. Five Products. Zero Slide Decks.

AiGNITE Consulting is a solo consultancy run by Nuwan Samaranayake, a software engineer with 30 years of experience. We don't make slide decks — we build and ship production software. Five products across offshore safety, regulatory compliance, product recall intelligence, air quality monitoring, and flood risk prove that one senior engineer with AI-assisted development can deliver what entire teams promise but rarely ship.

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

We don't make slide decks. We architect, code, and ship production software. Five live products across safety, compliance, and environmental intelligence prove we practice what we preach.

5 Products Live

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

Vibe-Coding With Claude Code

We use AI to build AI solutions. Vibe coding lets us ship production software in weeks, keeping costs lean and speed high for every engagement.

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.

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