Toronto · Indianapolis · Remote

Enterprise agentic AI software, engineered for the operations you can't get wrong.

ADILABS designs, ships, and operates agentic AI products and the enterprise systems around them. We help industrial, energy, and life-sciences teams adopt AI inside their own walls — and build the agent-driven software their customers depend on.

BUILD
Custom agentic systems on the Microsoft Agent Framework, LangGraph, MCP — user-aware, evaluated, hosted.
ADOPT
Microsoft 365 Copilot, custom Copilots, and OpenAI rollouts with the guardrails and governance to ship.
SYSTEMhow we engineer agents
USER · RBAC SCOPEikram@onxpressrole · project_adminAG-UI · MIDDLEWAREauthz · audit · streampermission check · ✓EVAL HARNESSfaithfulness0.96ORCHESTRATOR · MAFcase-agentplan → tools → reflectTOOL · MCPlexical_searchTOOL · MCPvector_ragTOOL · MCPgraph.memoryTOOL · A2Aextract_workflowSTORAGE · STATE · INDEXmongodb · azure ai search · object store · graph db (memory)
TOOL CALLS · LAST 12s
lexical_search89ms
Rhode_Island_951.pdf
3 hits · §401.03
vector_rag142ms
workspace=ridot-2025
top-k 4 · 0.91
extract_workflow316ms
patient_intake_v2
5/5 fields · 1 review
workspace.read27ms
permissions(ikram)
scope ok
P95412msEVALSpassing 94/96RBACenforced
01
AGENTIC AI
Agents that ship to production

Custom agentic systems on Microsoft Agent Framework, LangGraph, CrewAI. MCP tools, A2A protocols, AG-UI. RBAC-aware function calling, audit trails, evaluation harnesses.

02
ENTERPRISE PRODUCTS
Software your operations run on

End-to-end product engineering. .NET, MongoDB, React Native, Flutter. EVM, forecasting, daily reporting, mobile capture with offline sync. Built, hosted, and supported by us.

03
DATA ENGINEERING
From legacy ETL to lakehouse

AWS Glue, Spark, Synapse, Databricks, Delta Lake. MuleSoft and Power Platform integrations across SAP, Tulip, Salesforce. Migrations and integrations done at production scale.

04
INFRASTRUCTURE & SRE
CNCF-native, GitOps-driven

Kubernetes platforms with Flux/Argo, Prometheus, Grafana. A dedicated SRE team that designs, runs, and observes the systems we ship — so they stay up.

CLIENTS · LIVE IN PRODUCTION
ONXpress
Toronto, Canada

Prosols — full enterprise suite for the Metrolinx GO expansion. Built, hosted, and operated by ADILABS.

Aecon
Toronto, Canada

Construction technology partner — shared engineering on the Prosols enterprise product.

Citizens Energy Group
Indianapolis, Indiana

Gas-flow tracking platform on Azure. Modernized OCR pipeline for invoice processing at scale.

Eli Lilly
Indianapolis, Indiana

Informatica → AWS Glue data warehouse migration. SAP ↔ Tulip integration on MuleSoft.

Since 2018
Building production software
Since 2022
Building agentic systems · early OpenAI era
30+
Environments running in production today
Toronto · Indianapolis
Engineering across North America
WHAT WE MEAN BY AGENTIC AI
Three jobs, done end-to-end.
Most firms can prototype an agent. We engineer agentic systems that survive contact with production — and we do all three jobs that matter: build them, help your teams adopt them, and govern them at enterprise scale.
01 / BUILD
Custom agentic systems

Bespoke agents engineered on the Microsoft Agent Framework, LangGraph, and CrewAI. We expose tools through MCP, choreograph multi-agent flows over A2A, and stream user experiences over AG-UI.

  • User-aware function calling — agents inherit your RBAC
  • Structured responses, audit trails, replay
  • Evaluation harnesses on every release
02 / ADOPT
Copilot, configured for your work

Microsoft 365 Copilot rollouts and custom Copilot applications wired into Outlook, Teams, and SharePoint — with the policy, data-loss prevention, and tenant configuration to ship safely.

  • Custom Copilot apps for line-of-business workflows
  • Microsoft Graph + Dataverse integrations
  • Tenant-level governance and DLP
03 / GOVERN
Guardrails worth the name

AI adoption breaks when governance is bolted on. We design it in from the start — what data agents can see, what they can do, who reviews, and how you measure quality over time.

  • Permission-aware retrieval, scoped to caller identity
  • Human-in-the-loop review at field-level granularity
  • Eval suites and policy regressions in CI
OUR PRODUCT · LIMEDOCS

Document agents that
actually work
at enterprise scale.

Limedocs is our agentic platform for the document-heavy work inside legal, energy, healthcare, and procurement teams. Drop in any volume of documents — the agent ingests, indexes, reasons over them, and runs the workflows that turn them into outcomes.

Workspaces
Drag-drop docs of any size. Agent reasons across the corpus with lexical + vector RAG and metadata-aware retrieval.
Workflows
Classify, extract, review. Confidence-gated routing with human-in-the-loop on the fields that don't pass threshold.
limedocs · Test Workspace
DOCUMENTS · 7
Rhode_Island_951.pdf
23.3 MB
winnipeg_380.pdf
9.8 MB
sample-construction-plan.pdf
1.5 MB
uc_davis_495.pdf
8.7 MB
cal-tor.pdf
180 KB
calgary_63.pdf
564 KB
dakota_525.pdf
3.2 MB
Rhode_Island_951.pdf·page 1 of 951
2025
AUGUST
RHODE ISLAND
DEPARTMENT OF
TRANSPORTATION
Standard Specifications
for Road & Bridge
Construction
indexed · 951 pages
WORKSPACE AGENT
USER
What changed in §401.03 between 2024 and 2025?
AGENT · 3 tools · 412ms
The asphalt mix-design table was revised to require PG 64-22 binder for surface course on Class IV roads.
↳ Rhode_Island_951.pdf · pp. 412–414
Ask about your documents…
SELECTED WORK
Production systems, in the wild.
Every engagement on this list is running today, used by people who depend on it. Some we hosted and operated end-to-end. Some we handed over to our clients' internal IT teams once they were ready.
01
CONSTRUCTION · PROSOLS
ONXpress
Toronto, Canada
A purpose-built enterprise suite for the Metrolinx GO expansion.

Office and field-mobile suite covering alliances, projects with cost-breakdown structures, daily reporting, progressive billing applications, EVM and forecasting. Integrated end-to-end across web and offline-capable mobile.

.NETMongoDBKubernetesPowerSyncAzure
Live in production
Now
02
CONSTRUCTION TECHNOLOGY
Aecon
Toronto, Canada
Construction technology engineering partner.

Shared engineering on the Prosols enterprise product — the platform Aecon executive teams use to plan, track, forecast, and bill complex construction programs.

Enterprise webMobile field captureEVMForecasting
Executive adoption
In use
03
ENERGY · GAS DISTRIBUTION
Citizens Energy Group
Indianapolis, Indiana
Live gas-flow tracking and modernized invoice OCR.

Replaced a rigid MS Access tool with an Azure-native web app for hourly gas-flow recording across pipeline take-points, plus an Azure-native OCR pipeline that processes thousands of invoices a day with automated key-field extraction.

.NETAzurePower AppsPower AutomateDataverse
Invoices / day
Thousands
04
LIFE SCIENCES
Eli Lilly
Indianapolis, Indiana
Data warehouse modernization and SAP↔Tulip integration.

Migrated a legacy on-prem Informatica warehouse to AWS Glue and Spark, with a complete pipeline rewrite. Separately, built a MuleSoft integration engine connecting SAP to Tulip on the manufacturing floor — extended on Azure Functions.

AWS GlueSparkMuleSoftSAPTulipAzure Functions
Pipelines migrated
Full estate
CAPABILITIES SNAPSHOT
The stack we ship on, every day.
A working overview — every label here is something we've taken to production for a paying customer, not a roadmap.
AGENTIC AI
Microsoft Agent Framework
LangGraph
CrewAI
MCP
A2A
AG-UI
RAG · vector + lexical
Graph memory
Custom Copilot apps
Microsoft 365 Copilot adoption
ENGINEERING
.NET
Java
Python
React Native
Flutter
MongoDB
PostgreSQL
PowerSync (offline-first)
DATA
AWS Glue · Spark · Redshift
Azure Synapse · Data Factory
Databricks · Delta Lake
Power Platform · Dataverse
MuleSoft
Salesforce
INFRASTRUCTURE
Kubernetes
GitOps · Flux · Argo
Prometheus
Grafana
CNCF stack
AWS
Azure
Cost & reliability eng.
A NOTE FROM THE FOUNDER
Before founding ADILABS, I spent years inside a Silicon Valley company that grew from $100M to $9B.

I learned how to ship engineering-grade software at scale — what hyper-growth engineering culture actually looks like, how the best teams adopt new technology without breaking the systems already in production, and how to stand behind what you build.

ADILABS exists to bring that discipline — and the agentic AI work I started in 2022 with the first OpenAI models — into companies that don't have a Silicon Valley engineering org of their own. We are not an AI consultancy. We're an engineering firm that ships the agentic systems and the enterprise products that operations teams rely on.

— Founder, ADILABS
START A PROJECT

Tell us about the system
you can't afford to get wrong.

Whether you're standing up your first agentic system, modernizing a critical data platform, or adopting Copilot across an enterprise — we'll meet your team where they are and tell you what's actually possible.