Construction Automation & AI

Put AI to Work on theJobsite

Four practice areas built specifically for heavy industrial and EPC contractors — data infrastructure, AI agents, project intelligence, and portfolio visibility. Engineered by people who've spent 20 years on the jobsite.

20+
Years in Construction Operations
$4M+
Client Cost Savings Generated
2 wks
Time to First Working Agent
99.9%
Pipeline Uptime Delivered

Four Practice Areas. One Operating Picture.

Every engagement starts with the workflow that's burning the most hours — not a predefined product. We combine these disciplines however your jobsite demands.

Data Infrastructure — Built or Managed

Databricks · Build & Hand Off · Or Managed Services

We design, build, and operate modern data platforms for construction — Databricks lakehouses, SQL Server modernization, ingestion from P6, Procore, Bluebeam, Aconex, BIM 360, and your ERP, Unity Catalog governance, and Bronze → Silver → Gold curation. Hand it off to your team, or let us manage it for you ongoing.

Build and migrate off Excel & legacy SQL Server
Databricks lakehouse with Unity Catalog governance
Bronze → Silver → Gold data curation
Hand off to your team — or ongoing managed services
DatabricksDelta LakeUnity CatalogSQL ServerAzuredbt

AI Agents for the Jobsite

P6 Chat · Doc Control · Knowledge AI

Talk to your P6 schedule in plain English. Automate RFI logs, submittals, transmittals, and daily reports. Turn 20 years of project archives into a queryable AI your new PMs can ask. Working agent delivered in two weeks.

P6 natural-language interface — no scheduler required
60–80% reduction in doc control manhours
Institutional knowledge made queryable
Custom agents on your data and workflows
OpenAI / ClaudeLangChainPythonFastAPIn8nVapi

Project Intelligence

Schedule Risk · Cost Forecast · Safety

Predict cost overruns and schedule slips before they happen. Risk-weighted CPM analysis. Safety leading indicators from field data. Production-grade ML monitored end-to-end — not dashboards dressed up as AI.

Schedule slips flagged weeks before they hit
Cost overrun probability scored per WBS
Safety leading indicators from inspection data
Full MLOps lifecycle on your project data
Pythonscikit-learnXGBoostMLflowDatabricks MLAzure ML

Portfolio Visibility

Power BI · Project P&L · Productivity KPIs

Executive dashboards that show which projects actually make money, where hours are bleeding, and which crews drive your margin. Power BI deployments, KPI frameworks, and project P&L views — one source of truth from C-suite to superintendent.

Live project P&L across every job
Crew and equipment productivity benchmarking
Automated executive reports — no analyst bottleneck
Embedded analytics in your customer/owner portals
Power BIDAXCustom PortalsEmbedded AnalyticsRecharts

How We Deliver

Two-week sprints from kickoff to first working deliverable. No 90-day discovery phases.

01

Discovery & Workflow Walk

We walk your workflows — schedule, doc control, field reporting, cost. We identify which tasks burn the most manhours and which would unlock the biggest gains. You get a prioritized roadmap — not a sales pitch.

02

Architecture Design

Our architects design the right solution for your tools and team — P6 and Procore, your ERP, your project archives. AI-first from day one. Full documentation before a single line of code is written.

03

Agile Build & Deploy

Two-week sprints with working demos on your real project data at every checkpoint. No black boxes. You see progress, give feedback, and stay in control of priorities.

04

Handoff & Enablement

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

What We Automate

Six functional areas where we have the deepest playbooks. Pick the workflow burning the most hours.

Scheduling

Primavera P6 querying, CPM analysis, look-ahead generation, schedule risk

Document Control

RFIs, submittals, transmittals, drawing logs, distribution matrices

Engineering Coordination

Drawing reviews, spec compliance, BIM clash review prep

Safety

Incident logging, toolbox talks, leading indicator analysis

Quality / QA-QC

Inspection records, NCR tracking, punch list automation

Quantity Surveying

Takeoffs, cost engineering, change order processing

Additional Capabilities

The supporting work we bring to every construction engagement — from API integrations to MLOps.

Cloud Migration

On-prem to Azure / AWS — for legacy SQL Server, file shares, and project archives

Data Governance

Project security, role-based access, and audit trails built into the architecture

API Development & Integration

Connect P6, Procore, BIM 360, and your ERP through robust APIs — REST and GraphQL

24/7 Jobsite Line

Our packaged Malya Voice product — after-hours emergency capture and crew dispatch

MLOps & Model Monitoring

Keep schedule-risk and cost-forecast models accurate as your projects evolve

Custom Portals

Owner portals, sub portals, and PM dashboards — purpose-built for your projects

Construction Tools & Data Platforms We Work With

From P6 to Power BI — every layer of your operating stack

Primavera P6ProcoreBluebeamAutodesk Construction CloudAconexSharePointBIM 360Microsoft SQL ServerDatabricksAzure SynapseApache SparkDelta LakedbtPythonPower BIAzure MLMLflowscikit-learnXGBoostLangChainOpenAIClaude / AnthropicFastAPINext.jsn8nVapiSupabasePostgreSQLAzure Data Factory
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.

20 years in construction operations — scheduling, doc control, engineering, safety, QS
Data platforms built or managed — Databricks lakehouses with Unity Catalog and Bronze → Silver → Gold curation
AI-first data architecture — every system designed to feed agents from day one
Fixed-scope or T&M — procurement-friendly commercial models that match your approval process
Houston-based, national & international delivery — onsite when you need us
2 weeks
Time to first working agent
On your real project data — guaranteed
32%
Average labor-hour reduction
Within the first 6 months
~90%
Data quality improvement
Error reduction post-implementation
100%
Team knowledge transfer
Full documentation + training included

Ready to Put AI
on the Jobsite?

Every engagement starts with a free 30-minute audit of one workflow — scheduling, doc control, or whatever is burning the most hours. No slides. No pitch. Just an honest conversation.