v.04 — AI Operations Partner

Engineering the
Autonomous Enterprise.

We design and ship bespoke MCP connectors that bridge monolithic legacy databases with modern AI agents — turning brittle operations into autonomous, auditable workflows.

Book Architecture Discovery $ read methodology.md

pipeline.arch

legacy_db

postgres · oracle · csv

mcp_connector

srm/bridge.v2

ai_agent

autonomous · auditable

27+

MCP Connectors Shipped

<140ms

Avg. Pipeline Latency

Legacy Systems Bridged

9.4k/yr

Ops Hours Reclaimed

services

Engineered AI services for Ontario SMBs

AI consulting Toronto

AI Consulting

Our AI consultants help Toronto and Ontario small and mid-sized businesses identify high-value use cases, build a practical AI strategy, and modernize operations without replacing the systems they already depend on.

AI automation services

AI Automation

Our AI automation services replace repetitive workflows, document processing, reporting, and back-office tasks with secure systems engineered for reliable business operations.

AI agents for business

AI Agents

We build AI voice agents, AI receptionists, sales agents, booking agents, and support agents that work inside your existing systems and escalate cleanly to people when judgement is required.

AI CRM automation

AI CRM Automation

Our CRM automation services turn HubSpot, Salesforce, Zoho, Pipedrive, and custom CRMs into active growth systems that qualify leads, automate follow-up, and surface pipeline risk.

custom AI development

Custom AI Applications

As a custom AI development company, we build applications, internal tools, data pipelines, and MCP integrations for business problems off-the-shelf software cannot solve cleanly.

cybersecurity services Ontario

Cybersecurity

Our Ontario cybersecurity services protect endpoints, cloud systems, business data, and AI workloads with practical risk assessments, remediation, and compliance support.

AI website development

AI-Ready Websites

We develop fast, conversion-focused websites for Ontario businesses, combining technical SEO, AI search visibility, analytics, and AI agent integration from day one.

AI search optimization

AI Search Optimization

Our AI search optimization and generative engine optimization services help Canadian businesses become easier to understand, retrieve, cite, and recommend across AI answers and traditional search.

methodology / the bridge

From legacy
to autonomous.

Three engineered phases. No vague workshops, no slideware. Each stage produces shipping artifacts — connectors, evals, dashboards — owned by your team.

01 / 03

phase.audit

Audit

We map the full surface area of your operations — data sources, decision loops, and human bottlenecks — to identify where AI compounds, and where it breaks.

Systems inventory
Data lineage map
Automation ROI scoring

02 / 03

phase.bridge

Data → Intelligence

We engineer custom MCP connectors that expose your legacy databases as first-class context for modern agents — schema-aware, permissioned, observable.

Bespoke MCP connectors
Schema + access policy
Eval harness & telemetry

03 / 03

phase.deploy

Deployment

We ship autonomous workflows into production with the rigor of a software team — versioned prompts, rollbacks, SLAs, and operator-grade dashboards.

Agent runtime + CI/CD
Audit trails & guardrails
Operator dashboards

flagship case study / 01

Xcare: Operational Excellence, Productized.

Read full brief

client.profile

Industry: Healthcare Operations
Stack: Legacy EHR · Postgres · Custom MCP
Engagement: 12 weeks · production handoff

We bridged Xcare's siloed patient records into a permissioned MCP layer, then productized routine operations — intake triage, follow-up scheduling, and compliance reporting — as autonomous workflows owned by a single operator.

73%

Manual ops eliminated

4.2×

Throughput per operator

<1d

From query to insight

100%

Audit trail coverage

xcare.ops / dashboard● live

Patients

1,284

Triage/h