01The engagement in brief
MicroAge Canada · National IT & Managed Services Network
From Assumed to Proven: One Service Standard and Evidence-based Protection Across 42 Locations
The client aimed to run one consistent service across a network of independently run locations, to prove the protection of every managed client, and to stop revenue leaking between licensing, quoting and billing.
Client issue: MicroAge Canada, a national IT solutions and managed services provider with 40+ locations, engaged AIx2 through its national IT team. Each location ran its own variant of the service process, resolution times differed threefold, protection status was assumed rather than evidenced for a third of clients, and seats provisioned in the cloud were not always billed.
Solution: AIx2 mapped the service workflow and its data flow in parallel across PSA, monitoring, security, backup, licensing and distributor data for 42 locations, transcribed bilingual business reviews with servers hosted in Canada, and fused alert, ticket, device, client and invoice into one organization model. The model was tested against national standards, ITIL 4, NIST CSF 2.0 and CIS Controls, and Quebec Law 25, PIPEDA and the Charter of the French language, and produces advisory risk scores for incidents and renewals, backtested on 12 months of history.
Impact: AIx2 gave the network one evidence-based view of 42 locations, found where protection was only assumed and where money leaked, and showed which process differences cost time. Every managed client received a protection passport ; the same ticket type took 3.1 times longer at the slowest location, and after three pilot locations adopted the fix their resolution time fell by about a fifth. The fixes were made by MicroAge’s own teams, and national leadership kept AIx2 running as a managed service.
02Engagement report
AIx2 × MicroAge Canada
The organization model of a national IT and managed-services network: pain points, scope, six-step execution, deliverables, benchmark and financial impact.
03Executive summary
Engagement period: November 2025 – October 2026 · MicroAge Canada national IT and service operations, Laval, Quebec
MicroAge Canada delivers hardware, software, cloud, cybersecurity and managed services to small and mid-market organizations through more than 40 locations across the country, many of them independently run. The national IT team operates the shared service platform behind that network: ticketing, remote monitoring, security tooling, licensing, quoting and reporting. Before the engagement, every location ran its own variant of the service process, data sat in separate tools, and the national office could not see, for any client, whether protection was assumed or proven.
In 12 weeks AIx2 mapped the real service workflow of 42 locations and the data flow behind it in parallel, fused them into one organization model (MicroAge Canada’s organization model), tested them against the network’s own service standards (Δ1), ITIL 4, NIST CSF 2.0 and CIS Controls (Δ2), and Quebec Law 25, PIPEDA, the Charter of the French language and cyber-insurance requirements (Δ3). Renewal and incident risk scores were backtested on 12 months of history; they are advisory, and account leads decide. Since month 4 the model runs as a managed service for the national office and every location.
In short: AIx2 gave a national network one evidence-based view of 42 locations, found where protection was only assumed and where money leaked, and showed which process differences cost time. The fixes were made by MicroAge’s own teams, starting with pilot locations.
04Client profile
Facts from MicroAge Canada’s public channels; operating baseline measured at kick-off.
Company: MicroAge Canada, national office in Laval, Quebec. IT services and consulting; founded 1981; organised as a partnership.
Network: 40+ locations from coast to coast, a network of independently run local offices (e.g. MicroAge Bracebridge, serving Muskoka since 1987; MicroAge Québec in Limoilou; the newer MicroAge Rimouski for Bas-Saint-Laurent and Gaspésie).
Offer: end-to-end, multi-vendor solutions across hardware, software, cloud and cybersecurity, backed by managed and support services; on-site and remote support, network monitoring, consulting, sales and installation.
Clients: small and mid-market organizations, professional services, retail, tourism, public organizations, residents in local communities.
Positioning: “Smarter IT. Safer outcomes. Local support nationwide.” National expertise with local accountability.
Language: bilingual English / French across all channels.
Separate entity: MicroAge in the United States (Phoenix, AZ) is a separate company; this engagement concerns MicroAge Canada only.
Operating baseline: 42 locations · ~2,400 managed client organizations · ~95,000 managed endpoints · ~140,000 tickets a year · ~38,000 cloud productivity seats under management · ~25,000 hardware and software quotes a year · ~600 client security and cyber-insurance questionnaires a year
05Operating model and processes mapped
Lead & assessment → Quote (hardware, licences, services) → Order & distributor fulfilment → Client onboarding → Monitoring & alerts → Ticket & resolution → Security operations → Billing & licence true-up → Business review & renewal
Quote to order — Sub-processes: needs assessment, configuration, distributor price and stock check, quote, approval, order, delivery, installation; Systems and traces: quoting tool, distributor portals, e-mail, ERP
Client onboarding — Sub-processes: discovery, agent deployment, documentation, baseline security, user setup; Systems and traces: PSA, RMM, documentation platform
Monitoring to ticket — Sub-processes: alerts, auto-remediation, triage, escalation, dispatch on-site or remote; Systems and traces: RMM, PSA, Teams
Security operations — Sub-processes: EDR, e-mail security, MFA, patching, backup and restore tests, incident response; Systems and traces: security consoles, backup consoles, identity logs
Licensing & billing — Sub-processes: cloud subscriptions, seat changes, true-ups, invoicing; Systems and traces: CSP and licensing portals, PSA billing, ERP
Business reviews — Sub-processes: quarterly reviews, roadmap, renewals; Systems and traces: recorded meetings, PSA, CRM
Location operations — Sub-processes: location onboarding to the shared platform, local process variants, national reporting; Systems and traces: PSA instances, spreadsheets
Compliance — Sub-processes: privacy incidents, consent, French-language documentation, client attestations; Systems and traces: policies, registers, documents
06Pain points diagnosed
Ranked by impact; confirmed with evidence during weeks 2–9.
1. “Assumed” instead of “proven” protection (Critical) — Evidence found: MFA, backup and patch status known for only part of the managed base; Root cause: security data spread over several consoles per location, never joined per client; Business impact: breach and liability risk; failed cyber-insurance questionnaires
2. 42 locations, 42 service variants (Critical) — Evidence found: resolution time differed by 3× between locations for the same ticket types; Root cause: independent offices running their own process on the shared tools; Business impact: uneven client experience; no national SLA
3. Licence and margin leakage (Critical) — Evidence found: seats billed below seats provisioned; quotes priced on stale distributor costs; Root cause: licensing, billing and quoting data not reconciled; Business impact: lost recurring revenue and hardware margin
4. Alert noise (High) — Evidence found: one incident generating several alerts and duplicate tickets; Root cause: monitoring rules and ticketing not linked; Business impact: technician time lost; slower response
5. Privacy and language compliance (High) — Evidence found: incident register incomplete; client documents not always available in French; Root cause: Law 25 and Charter obligations handled locally; Business impact: regulatory exposure in Quebec
6. Slow location and client onboarding (High) — Evidence found: 6 weeks to bring a new location onto the shared platform; Root cause: manual configuration of tools and templates; Business impact: slower growth of the network
7. No view of client churn (High) — Evidence found: renewals lost without warning; Root cause: ticket, satisfaction and billing signals never combined; Business impact: lost managed-services revenue
8. Business continuity readiness (Medium) — Evidence found: restore tests not evidenced for many clients; Root cause: backup tests not scheduled or recorded centrally; Business impact: risk in a critical-system failure
9. Knowledge silos (Medium) — Evidence found: fixes rediscovered location by location; Root cause: bilingual knowledge not shared across the network; Business impact: repeat work
10. National reporting by spreadsheet (Medium) — Evidence found: monthly network report built by hand; Root cause: no common data model across locations; Business impact: late decisions
07Scope and inputs
All connections read-only, each with a data contract and a named owner; client data stays in Canada.
PSA (ticketing) — Data used: tickets, time entries, SLAs, agreements, billing; Method: API + CDC; Privacy: client names → IDs; Owner: National Service Director
RMM — Data used: alerts, device inventory, patch status, scripts; Method: API; Privacy: device-level, no user content; Owner: National IT Lead
Security consoles — Data used: EDR detections, e-mail security, identity and MFA status; Method: API; Privacy: pseudonymised users; Owner: Security Lead (CISO)
Backup consoles — Data used: job results, restore tests; Method: API; Privacy: metadata only; Owner: National IT Lead
Licensing portals — Data used: subscriptions, seats, changes; Method: API; Privacy: client IDs; Owner: Licensing Manager
Distributor portals — Data used: price and stock; Method: API / feeds; Privacy: —; Owner: Procurement
Quoting tool — Data used: quotes, margins, approvals; Method: export → tabular serializer; Privacy: client IDs; Owner: Sales Operations
ERP / finance — Data used: orders, invoices, collections; Method: export; Privacy: aggregated; Owner: CFO
Business reviews — Data used: quarterly client reviews; Method: recorded with consent → ASR (English and French); Privacy: transcript only, audio deleted; Owner: Location managers
Teams and e-mail — Data used: escalations and hand-offs; Method: Graph API; Privacy: metadata only; Owner: National IT Lead
Documents — Data used: national service standards, location agreements, SLAs, privacy policy, French-language templates; Method: document modules; Privacy: access tags; Owner: Privacy Officer
Canonical text records produced from an alert, a ticket and a recorded business review (French translated to the canonical language):
[2026-02-11 07:42] CLIENT C-1187 · ACT alert · RMM "backup job failed" · DEVICE srv-01 · LOC Rimouski · SRC rmm [2026-02-11 07:44] CLIENT C-1187 · ACT ticket-open · PRIO P2 · LINK alert-77120 (3 duplicate alerts merged) · SRC psa [2026-02-19 14:05] CLIENT C-1187 · ACT decide · ROLE Client CEO, MicroAge Account Lead "Renew managed services only if restore test is proven quarterly" · lang fr→en · SRC meet.qbr @00:27:40 · CONF 0.92
08The six steps, as executed
1 · Data hub — What we did: registered 11 national sources and the PSA, RMM and security tenants of 42 locations with data contracts; read-only connections; Canadian hosting; PII gateway; Pipeline: connectors, CDC, PII redactor, idempotent landing; Output: one evidence hub per client, location and service
2 · AI mapping — What we did: built OCEL event logs linking alert, ticket, time entry, device, client and invoice; discovered the real service workflow per location; surfaced local workarounds; Pipeline: event templater, case correlator, ASR (en/fr), speech-to-decision, translation fr↔en, process mining; Output: as-built process map + data supply chain map for 42 locations
3 · Δ1 own documents — What we did: compared with national service standards, location agreements, client SLAs and security baselines; Pipeline: procedure-to-BPMN, rule compiler; Output: deviations per location with exact counts
4 · Δ2 best practice — What we did: ITIL 4, NIST CSF 2.0, CIS Controls v8 (IG1/IG2), common MSP operating metrics; Pipeline: control library with clause mapping; Output: distance to best practice per level and per location
5 · Δ3 regulation & insurers — What we did: Quebec Law 25, PIPEDA, Charter of the French language, CyberSecure Canada, cyber-insurance questionnaires, vendor partner programme requirements; Pipeline: clause & obligation extractor; Output: compliance matrix: Met · Partial · Not met · No evidence
6 · Live delta — What we did: continuous security posture per client, SLA and alert monitoring, licence reconciliation, daily predictions; Pipeline: live delta engine, organization model; Output: national and location dashboards, alerts, evidence on demand
09Workflow on four levels, data governance on five
Findings confirmed during the engagement.
01 · Strategy — What we mapped: national growth, new locations, service portfolio, vendor partnerships; Finding: growth plans not linked to service capacity per location
02 · Strategy execution — What we mapped: shared platform, national standards, location support, vendor programmes; Finding: standards published but adoption not measured
03 · Detailed processes — What we mapped: quote to order, onboarding, alert to ticket, security operations, licence true-up; Finding: 5 main service variants across locations; 21% of escalations handled outside the PSA
04 · Outcomes — What we mapped: resolved tickets, protected clients, invoices, renewals; Finding: “protected” status reported without evidence for 34% of clients
L0 · Governance foundation — What we mapped: ownership of client data, privacy officer, retention, registers; Finding: incident register incomplete for 11 locations
L1 · Data inputs — What we mapped: PSA, RMM, security, backup, licensing, distributors; Finding: 3 PSA configurations with different ticket categories
L2 · Data processing — What we mapped: alert rules, billing reconciliation, reporting; Finding: no reconciliation between provisioned and billed seats
L3 · Data outputs — What we mapped: client reports, national report, quotes; Finding: client reports available in English only for 18% of Quebec clients
L4 · Operations-generated data — What we mapped: tickets, fixes, client feedback; Finding: fixes did not flow back into the shared knowledge base
10FUSE and the organization model
resolving a ticket — Linked data: alert history, device, patch and backup status; Insight from the fusion: which unpatched devices create most tickets
renewing an agreement — Linked data: tickets, SLA history, review decisions, billing; Insight from the fusion: renewal risk with its cause
quoting hardware — Linked data: live distributor cost and stock; Insight from the fusion: quote blocked when margin falls below the floor
changing a cloud seat — Linked data: licence portal + PSA billing; Insight from the fusion: seat billed the same day it is provisioned
answering an insurance questionnaire — Linked data: MFA, EDR, backup and patch evidence per client; Insight from the fusion: answers generated with evidence
Which client will have a security incident? — Signals: MFA gaps, patch lag, EDR detections, backup failures; Model family: gradient boosting + anomaly; Lead time: weeks earlier
Which client may not renew? — Signals: ticket trend, SLA breaches, review decisions, billing disputes; Model family: survival; Lead time: 60–90 days earlier
Where will ticket volume surge? — Signals: patch cycles, vendor releases, seasonality per region; Model family: sequence model; Lead time: 2–4 weeks
Which tickets will breach SLA? — Signals: queue, skills, location load, device history; Model family: survival; Lead time: hours earlier
Which location needs support? — Signals: service variants, SLA trend, staff load; Model family: scoring on the model graph; Lead time: continuous
11Δ findings
Each finding came with exact counts, witness evidence and a named owner.
Δ1 — Reference: national security baseline; Finding: MFA not enforced for 9,420 of 61,000 managed user accounts; Severity: Critical; Owner: Security Lead
Δ1 — Reference: client SLA; Finding: P2 response missed for 6,830 of 140,000 tickets; Severity: High; Owner: National Service Director
Δ1 — Reference: backup standard; Finding: no restore test in the last 90 days for 512 of 2,400 managed clients; Severity: Critical; Owner: National IT Lead
Δ2 — Reference: ITIL 4 event management; Finding: 2.7 alerts per actionable incident; duplicate tickets for 19% of incidents; Severity: High; Owner: National IT Lead
Δ2 — Reference: CIS Controls v8 · patching; Finding: critical patches older than 30 days on 7.8% of endpoints; Severity: High; Owner: Location managers
Δ2 — Reference: NIST CSF 2.0 · Recover; Finding: recovery plans documented for 41% of clients; Severity: Medium; Owner: Security Lead
Δ3 — Reference: Quebec Law 25; Finding: confidentiality-incident register incomplete at 11 locations; Severity: Critical; Owner: Privacy Officer
Δ3 — Reference: Charter of the French language; Finding: French versions missing for 18% of client-facing documents in Quebec; Severity: High; Owner: Quebec locations
Δ3 — Reference: cyber-insurance questionnaires; Finding: 34% of answers given without linked evidence; Severity: High; Owner: Account leads
12Deliverables in operation
Process and data maps — Content: real service workflow per location + data supply chain with owners and return loops; Format: interactive map; Cadence: live
Client protection passport — Content: proven MFA, EDR, patch, backup and restore status per client; Format: client report (en/fr); Cadence: monthly + on demand
Insurance and security evidence pack — Content: questionnaire answers with evidence; Format: evidence pack; Cadence: on demand
Licence and margin guard — Content: seat reconciliation and margin floor on every quote; Format: alerts + quote gate; Cadence: daily / per quote
Alert-to-ticket correlation — Content: duplicate alerts merged into one incident; Format: PSA rule; Cadence: live
Location scorecard — Content: SLA, protection, variants and growth per location; Format: dashboard; Cadence: weekly
Renewal and incident forecasts — Content: risk scores with causes; Format: dashboard + alerts; Cadence: daily
Location onboarding kit — Content: templates and configuration of the shared platform; Format: playbook + automation; Cadence: per new location
Executive readout and snapshot — Content: 4 workflow + 5 governance levels, radar, heatmap, 30/60/90 roadmap; Format: dashboard + PDF; Cadence: monthly / quarterly
Model modules in use: KPI/OKR · contracts & vendors (distributors and licensing) · assets & inventory (managed devices) · spatial & service gap analysis (coverage by region) · decision making. Agents in use: S8 Risk → Alert · S4 Law → Compliance · S12 Finance → Profitability · S10 Demand → Supply · S7 Participation → Accountability.
13Benchmark: results
Baseline measured in November 2025; reference bands are approximate common industry figures.
Mean time to resolve (pilot locations) — Definition: ticket opened to resolved, 3 pilot locations after adopting routing and device-history fix; Baseline: 13 h; Day 90: ≈ 10.5 h; Reference: roll-out to further locations in progress
P1/P2 response within SLA — Definition: tickets within SLA ÷ total; Baseline: 89%; Day 90: 96%; Reference: —
First-contact resolution — Definition: resolved without escalation; Baseline: 58%; Day 90: 66%; Reference: service desk: ~65–75%
Alerts per actionable incident — Definition: RMM alerts ÷ incidents; Baseline: 2.7; Day 90: 1.4; Reference: ITIL event management
Duplicate tickets — Definition: incidents with > 1 ticket; 3 monitoring rules named as main cause, fixed by the national team; Baseline: 19%; Day 90: ≈ 10%; Reference: —
Spread of resolution time between locations — Definition: slowest ÷ fastest location, same ticket type; Baseline: 3.1×; Day 90: ≈ 2.4×; Reference: —
Clients with proven MFA, EDR, patch and backup — Definition: evidenced ÷ managed clients; Baseline: 66%; Day 90: 100%; Reference: —
Managed accounts with MFA enforced — Definition: enforced ÷ total accounts; Baseline: 85%; Day 90: 97%; Reference: CIS Controls v8
Restore test within 90 days — Definition: clients with a tested restore; Baseline: 79%; Day 90: 95%; Reference: NIST CSF 2.0 · Recover
Critical patches within 30 days — Definition: patched endpoints ÷ total; Baseline: 92%; Day 90: 97%; Reference: CIS Controls v8
Licence leakage — Definition: provisioned but unbilled seats ÷ billed seats; Baseline: 3.4%; Day 90: 0.6%; Reference: —
Quotes below margin floor — Definition: share of quotes priced below floor on stale distributor costs; Baseline: 7%, unflagged; Day 90: flagged; reviewed by sales operations before sending; Reference: —
Insurance / security questionnaire — Definition: time per questionnaire; Baseline: 6 h; Day 90: 45 min; Reference: —
Law 25 incident register complete — Definition: locations with complete register; Baseline: 74%; Day 90: 100%; Reference: Quebec Law 25
Client documents available in French (Quebec) — Definition: share of client-facing documents; Baseline: 82%; Day 90: 98%; Reference: Charter of the French language
New location onboarding — Definition: to full use of the shared platform; checklist and templates from the first three setups; Baseline: 6 wks; Day 90: 2 wks (4th location); Reference: shorter only once proven
At-risk renewals warned early — Definition: clients flagged by the early warning (tickets, SLA breaches, billing disputes); Baseline: no warning; Day 90: warning live, advisory; Reference: churn effect reported after a full renewal cycle
Before — 01: 2; 02: 2; 03: 2; 04: 3; L0: 2; L1: 3; L2: 2; L3: 2; L4: 2; Avg: 2.2
After 90 days — 01: 3; 02: 4; 03: 4; 04: 5; L0: 4; L1: 5; L2: 4; L3: 4; L4: 4; Avg: 4.1
14Financial impact
The levers named in the story are licence leakage corrected (AIx2 reconciled seats against billing and billing teams corrected the gaps), margin exposure on quotes priced below the floor on stale distributor costs (about a third recovered in year one through sales-operations review), technician time freed (duplicate-ticket fixes across the network and faster resolution at three pilot locations), and faster security questionnaires.
Client retention: the early warning is live; its effect on churn is reported only after a full renewal cycle, and is not yet claimed.
The story’s value table is illustrative. Value figures are not claimed here.
Not counted: avoided breach and liability cost for managed clients, avoided Law 25 penalties, and later gains as fixes roll out beyond the pilot locations.
15Delivery timeline and governance
Nov 2025 · weeks 0–2 — Phase: Inputs and consent; Work done: 11 national sources and 42 location tenants registered; data contracts; Canadian hosting; business-review recording consent; Acceptance: every source has an owner and a contract
Dec 2025 · weeks 2–5 — Phase: Maps; Work done: process map and data map per location; FUSE of alert ↔ ticket ↔ device ↔ client ↔ invoice; Acceptance: maps signed off by the National Service Director
Jan 2026 · weeks 5–9 — Phase: Δ1 Δ2 Δ3; Work done: security baseline, ITIL, CIS and NIST checks; Law 25 and French-language checks; licence reconciliation; Acceptance: findings with exact counts and owners
Feb 2026 · weeks 9–12 — Phase: Delta and prediction; Work done: client protection passport, renewal and incident forecasts, location scorecard; Acceptance: backtest on the previous 12 months
Mar – Oct 2026 — Phase: Agents and managed service; Work done: fixes made by MicroAge’s own teams, starting with 3 pilot locations; agents S8, S4, S12, S10, S7 in advisory mode; quote review; onboarding checklist; monthly readouts; Acceptance: pilot results confirmed; network roll-out under way
Sponsor: national leadership: scope, priorities, network adoption
National Service Director: service standards, SLAs, location scorecards
Security Lead (CISO): security baseline, evidence, incident forecasts
Privacy Officer: Law 25, PIPEDA, French-language obligations, data contracts
Location managers: local adoption, business-review consent, remediation
AIx2 team: connections, modelling, checks, organization model, reporting
16What made it work
The human change was MicroAge’s own: AIx2 found, explained and evidenced; national and location teams made the fixes, starting with three pilot locations.
One common data model on top of 42 local tool configurations, without forcing any location to change its tools first.
The client protection passport turned the network’s own message, “assuming you’re protected isn’t the same as knowing you are”, into evidence for every client.
English and French handled natively: business reviews in French were transcribed and translated on-premise servers in Canada.
Locations saw their own scorecard first, so adoption was driven by local managers, not imposed.
All client data stayed in Canada on MicroAge’s own infrastructure.