Data & AI Solutions Architects · Houston, TX

Data & AI architects for operations-heavy industries.

We design data architectures, build AI agents, and deliver project & advanced analytics with full MLOps — all tying into your existing tools. Plus voice AI agents that field inbound calls and dispatch outbound emergencies. Our specialty is construction — and the same methods work in oil & gas, energy, manufacturing, logistics, and any operations-heavy business. Built by people who've spent 20 years on the jobsite.

Portfolio RollupRefreshed 6:00 AM
Active Projects
14
On Schedule
11
At Risk
3
Earned progress by week
W1W2W3W4W5W6W7
Highest schedule risk
Baytown Unit 3 — commissioning82%
Port Arthur civil package54%
Freeport pipe rack steel47%
Flagged weeks before the monthly report
20+
Years on the Jobsite
7
Core Practice Areas
Yours
Source Code & Deliverables
Houston, TX
Based · National & Intl Delivery
Industries we serve
Construction · primaryOil & gas / energyManufacturingLogistics / supply chainHeavy industrial
See how our methods transfer
Practice Areas05 Disciplines
01
Data Architecture — Built or Managed
We design and deliver modern data platforms for construction — Databricks lakehouses, migration off Excel and legacy SQL, ingestion from your existing tools, Unity Catalog governance, Bronze → Silver → Gold curation. Hand off to your team — or let us manage it ongoing.
DatabricksBuildManaged
02
AI Agents
Primavera P6 natural-language interface, document control automation, project knowledge AI (RAG), and custom agents across engineering, safety, quality, and quantity surveying. Built on your data, your workflows, your terminology.
P6 ChatDoc ControlProject RAG
03
Microsoft Power Platform
The Microsoft Power Platform, deployed for construction — Power Apps for jobsite forms, inspections, and punch lists; Power Automate for RFI, change-order, and invoice approval flows; and Copilot Studio for branded jobsite assistants. All unified through Dataverse. (Power BI reporting lives under Advanced Analytics.)
Power AppsPower AutomateCopilot Studio
04
Advanced Analytics — Power BI, ML & MLOps
Governed Power BI reporting and dashboards, plus predictive ML for schedule slip, cost overrun, and safety leading indicators — with a full MLOps lifecycle on every engagement (feature stores, model monitoring, automated retraining, drift detection). Not dashboards dressed up as AI.
Power BIPredictive MLMLOps
05
Voice AI Agents
Voice agents that field every inbound call — 24/7 emergency capture, sub coordination, safety hotline — and dispatch outbound calls when you need crews on site fast. Productized at $250/month or built custom into your workflows.
InboundOutbound24/7
06
Malya Foresight — Oracle P6 Schedule Analytics
A ready-to-go subscription app that turns your Primavera P6 schedules into analytics — progress by project, DCMA-style schedule-health diagnostics (open ends, negative float, hard constraints), and update-over-update slippage. Upload an XER or connect P6.
Primavera P6Schedule HealthSubscription
07
Malya Docs — Chat With Your Documents
A subscription app that lets your team ask questions across project documents — specs, submittals, RFIs, contracts, and spreadsheets — and get answers, charts, and tables with citations back to the source.
RAGCitationsSubscription
See It Working

Real systems, not slideware.

Two of our systems, replaying live — a voice agent handling a jobsite call end to end, and a project-intelligence dashboard flagging risk before the monthly report.

Incoming call · (832) 555-0164
Answered by Malya Voice · 1st ring
0:00
Lead capturedAppointment bookedEvery call. 24/7.

Malya Voice answers on the first ring, captures the lead, and books the visit — 24/7.

Voice AI Agents
Project IntelligenceRefreshed 6:00 AM
Schedule Health
92%
Cost Variance
-1.8%
Slip Risk Items
7
Installed quantities by week
W1W2W3W4W5W6W7
Top slip-risk activities
A-1240 · Underground piping82%
A-0980 · Steel erection area C54%
A-1510 · Cable pull bldg 447%
Flagged weeks before the monthly report

Governed Power BI and predictive ML surface slip risk weeks before it hits the report.

Advanced Analytics
Why Malya

Built by builders.
Not consultants in suits.

Most data & AI vendors have never set foot on a jobsite. We've spent 20 years on them — in the schedule, in the field, in document control. We translate construction operations into AI systems because we lived the work first.

“We don't ship slideware. Every engagement gets into your tools, your data, and your workflows — and ends with real systems running on real project data.”

Working
Systems, not slideware
Real output on real data at every milestone
Yours
Source code & deliverables
Full IP transfer per SOW — no lock-in
Built or Managed
Engagement model
Hand off to your team, or we run it ongoing
Full MLOps
Included on every ML engagement
Monitoring, retraining, drift — not bolt-on
What sets us apart
Twenty years on the jobsite
We've worked schedules, doc control, engineering, safety, and QS. We translate operational reality into data and AI — not the other way around.
Solutions architects, not consultants
We design the right architecture for what you actually need — data platforms, AI agents, analytics, MLOps — all tying into your existing tools. Not slide decks.
Built or managed — your call
Hand off to your team with full source code, documentation, and training. Or let us run it ongoing as your data & AI partner. Either way, no vendor lock-in.
MLOps included, not sold later
Every advanced-analytics engagement ships with feature stores, model monitoring, retraining, and drift detection. Production-grade from day one.
Engagement Model04 Steps
01

Discovery

We walk your workflows — schedule, doc control, field reporting, cost. We identify which tasks are burning the most manhours and which would unlock the biggest gains.

02

Architecture

We design the right solution for your tools and team — P6 and your ERP, your project archives. AI-first from day one.

03

Agile Build

Iterative sprints with a working agent or pipeline at every checkpoint. You see real output on your real project data — not slideware.

04

Enablement

We train your PMs, schedulers, and field teams. Document everything. Stay on as partners for monitoring, tuning, and the next wedge.

What We Automate06 Functions
Scheduling
Primavera P6 · CPM Analysis · Look-Aheads
Document Control
RFIs · Submittals · Transmittals · Drawing Logs
Engineering Coordination
Drawing Reviews · Spec Compliance · BIM Clash
Safety
Incident Logging · Toolbox Talks · Leading Indicators
Quality / QA-QC
Inspection Records · NCR Tracking · Punch Lists
Quantity Surveying
Takeoffs · Cost Engineering · Change Orders
Construction Tools, Data Platforms & AI We Work With in Production
Primavera P6BluebeamAutodesk Construction CloudAconexSharePointBIM 360Microsoft SQL ServerDatabricksAzure SynapseApache SparkDelta LakedbtPythonPower BIAzure MLMLflowscikit-learnXGBoostLangChainOpenAIClaude / AnthropicFastAPINext.jsVapiPostgreSQLSupabaseVercel
Get Started

Ready to put AI
on the jobsite?

Start with a free 30-minute audit of one workflow — scheduling, doc control, or whatever is burning the most hours. No slides, no pitch — an honest conversation about what AI can actually do on your projects.

Houston-based
National & International Delivery
Free Initial Audit

Or email us at service@malya.io