BLCG
BLCG International
Confidential

Back-Office Automation for Portfolio Companies

A structured 5-company pilot to test what automation can practically deliver across Macquarie Asset Management's portfolio.
Prepared for Macquarie Asset Management | Regional Operating Partners | By BLCG International LLC | H2W Labs | April 2026
1
Executive Summary
1 min
This brief was prepared for Macquarie Asset Management at Florian Christ's request, to be shared with regional tech leads for technical review. It outlines a structured 5-company pilot to prove the path to a 20% reduction in back-office headcount across portfolio companies. Measured outcomes in 90 days, then a credible business case for portfolio-wide rollout.
20%
Back-Office FTE Reduction Target
5
Pilot Companies
90
Days to First Results
190+
Portfolio Companies in Scope
The Thesis A typical portfolio company has 8 to 16 percent of its headcount in back-office functions (Finance, HR, IT, Procurement). Reducing that by 20 percent through automation means freeing 80 to 160 FTE per company at 5,000-employee scale. The pilot proves which processes deliver the highest return and what the real unit economics look like, before any portfolio-wide investment commitment.

This document walks through how the 5 pilot companies are selected, what gets automated, the pilot timeline, the impact report you receive after 90 days, and how the model scales to the rest of the portfolio.

2
The 5-Company Pilot
3 min
A structured 90-day pilot in 5 carefully chosen portfolio companies. We discover their most repetitive back-office processes, build the first automations, and measure FTE impact with hard numbers. The company selection section walks through how the 5 are chosen.

Per-Company Approach

1
Discovery
2 days, on-site
Two of our consultants interview Finance, HR, IT, Procurement leads. Map top 20 repetitive processes. Score by volume, FTE cost, and automation feasibility.
2
Build
3-4 weeks
Build the top 5-8 automations: AI agents, workflow automation, data pipelines. Mostly remote with check-ins every 3-4 days.
3
Measure
30 days
Track FTE hours saved, error rates, cycle times. Deliver an impact report with hard numbers, side-by-side with the baseline we measured in week 1.

What the Impact Report Looks Like

A 6-8 page document per company. Process-by-process: hours saved per week, error rate before and after, cycle time before and after, qualitative feedback from the people now using the automation. One consolidated portfolio summary page. Numbers, not narrative.

5 Companies in Parallel

Stagger starts by 1-2 weeks. All 5 complete within 12 weeks. Your time per company: one 30-minute intro call to connect us with the CFO/COO. We handle everything directly with portfolio company management.

Your time commitment Approximately 5 hours over 12 weeks. One intro call per company. We work directly with portfolio company management from there.

Risks and Mitigations

Five things that can derail this kind of program. We have hit each of them on prior engagements and have a working response.

RiskMitigation
Portfolio company management resistsYour warm intro to the CFO/COO. We frame the pilot as "free help, free numbers, no commitment." We have not had a portfolio company refuse a free pilot.
Data access blocked by IT or security reviewEvery automation runs on read-only data initially. No writes until reviewed. Most portfolio companies clear this in days, not weeks. We bring our own security documentation.
Discovery finds nothing repetitive enough to automateHas not happened yet. Every back office above 50 FTE has 5-8 obvious targets. If discovery genuinely finds nothing, we drop that company and replace it. You only pay for completed pilots.
Pilot results look great in week 12 but adoption decaysEach automation includes a 30-day follow-up after the impact report. We measure actual usage, not theoretical capacity. Adoption issues surface and get fixed before the report is final.
Scope creep: portfolio company asks for more during the pilotCommon and a good signal. We capture the requests in a backlog for Phase 2 but do not expand the pilot scope. The pilot has to finish on time to produce credible numbers.

What We Need From You

Beyond the 5 hours of intro calls, the pilot needs three things from your side: (1) a warm intro per portfolio company (one short email per CEO/CFO is enough), (2) one named sponsor inside your operating team to be our point of contact for status and escalations (roughly 1-2 hours per week), and (3) a willingness to share the resulting impact reports internally so the case for Phase 2 lands with the right people. Everything else we do directly with portfolio company management.

What Happens After 90 Days

You hold the impact report and a clear decision: continue with us into Phase 2, hand the playbook to an internal team, or stop. The pilot is a discrete commitment, not a contract trap. We design it that way intentionally.

3
Selecting the Right 5 Companies
3 min
190 companies are not the same. A data center with 200 employees and a port with 8,000 have fundamentally different back-office structures. The pilot needs to be constructed deliberately to produce learnings that generalize across the portfolio.

Portfolio Archetypes

Infrastructure companies cluster into operational archetypes that predict their back-office patterns. The same invoice processing automation looks different at a data center versus a port terminal. Getting this right up front determines whether pilot results scale or stay local.

ArchetypeExamplesBack-Office CharacterHighest-Value Automation
Asset-heavy, low headcountData centers, renewables, fiber networksSmall teams, often already digital. Back-office is a high % of total staff.Financial reporting, vendor management, compliance
Asset-heavy, high headcountPorts, terminals, airportsLarge operational workforce. HR/payroll is massive (shifts, safety, training).HR/payroll, procurement, maintenance scheduling
Service/operations-intensiveWaste management, facility servicesDistributed operations, many small sites.Scheduling, invoicing, customer service
Regulated utilitiesGas, electricity, waterHeavy regulatory overlay. Unionized workforce in many geographies.Regulatory reporting, customer billing, asset management
Project-basedInfrastructure development, constructionProject finance, contractor management. Fewer recurring processes.Project accounting, procurement, contractor compliance

Our Recommendation: Cover 3-4 Archetypes

You will know your portfolio better than this framework, but our recommendation is to spread the 5 across 3-4 archetypes rather than concentrating on one sector. The reason is template reuse: the more variety in the pilot, the broader the rest of the portfolio that the templates work for. A starter shape that has worked elsewhere:

SlotArchetypePurposeWhat It Proves
1Asset-heavy, low headcountQuick win. Small team, modern systems, fast results.Reporting and vendor management templates that are reusable across many similar companies.
2Asset-heavy, high headcountLargest absolute FTE savings.HR automation at scale. Templates for ports, terminals, airports.
3Service/operations-intensiveTests distributed operations pattern.Scheduling and billing automation for distributed sites.
4Regulated utilityTests regulatory constraints early.What is possible within regulated environments. Avoids surprises at scale.
5Largest back-office in your selectionMaximum absolute savings.The headline ROI figure for the portfolio-wide investment case.

This is a starting point, not a prescription. We expect to revise it together once we see the actual list of candidates.

Selection Criteria

Within each archetype, score candidates on five dimensions:

CriterionWhat It MeansWhy It Matters
Back-office scaleTotal FTE in Finance, HR, IT, ProcurementDrives absolute savings. 1,000 FTE vs. 100 FTE = 10x different impact.
Process standardizationModern ERP/finance systems vs. fragmented legacyCompanies on SAP, Oracle, Workday are dramatically faster to automate.
Management alignmentLocal CEO/CFO willingness to engageCooperative management = 2x faster execution. Resistance kills pilot timelines.
Data accessibilityDigital systems with API access vs. paper-basedDetermines what can be automated in weeks vs. what needs months of prep.
Sector coverageHow many other portfolio companies share this sectorTemplates built for one water utility work at another. Sector coverage drives reuse.

The Selection Process

1
Map
Your team (2 hours)
Plot 190 companies on back-office scale vs. automation readiness. Identify top 20 candidates.
2
Score
Joint session (half day)
Score top 20 on all 5 criteria. Select 5 covering 3-4 archetypes.
3
Validate
15-min calls with 5 CFOs
Confirm willingness, data access, no active blockers (restructuring, system migration).

Template Reuse: How 5 Becomes 190

The pilot produces 25-40 automation templates (5-8 per company). Each template is tagged by function, process type, and system requirements. When scaling to additional companies:

  • Most automations at a new company are reconfigurations of existing templates rather than ground-up builds
  • The remainder require new development for company-specific edge cases
  • Each subsequent company is meaningfully cheaper and faster than a pilot company
  • The pilot produces the actual reuse rate. The 60-70% range that gets cited in the industry is directional, not yet our verified number for your portfolio.

This is the real answer to scaling. Not linear deployment. Template reuse across archetypes.

4
What Gets Automated
2 min
A realistic view of what automation can address in back-office functions, and what the pilot actually proves versus the longer-term 20% target.

Back-Office Process Landscape

A typical portfolio company (5,000 employees) has roughly 400-800 people in back-office functions (Finance, HR, IT, Procurement). That is 8-16% of total headcount. Your target of 20% reduction in these functions means eliminating 80-160 FTE per company.

FunctionTypical Back-Office FTE (illustrative)High-Automation ProcessesPilot Coverage
Finance120-250Invoice processing, expense reconciliation, month-end close, variance reporting, intercompany transfers2 processes
HR80-150Onboarding workflows, leave management, compliance tracking, headcount reporting1-2 processes
IT100-200Ticket triage, access provisioning, asset management, status reporting1 process
Procurement60-120PO processing, vendor onboarding, contract extraction, spend analysis1 process
Reporting40-80CFO dashboards, board deck prep, KPI aggregation, LP reports1 process

FTE ranges are illustrative based on infrastructure benchmarks for companies in this size range. Actual numbers vary significantly. The pilot replaces these with measured baselines per company. The pilot total per company is 5-8 processes, sequenced to hit the highest-value ones first.

What the Pilot Actually Delivers

Honest assessment The 5-company pilot automates 5-8 processes per company and saves 4-8 FTE equivalent. That is roughly 1-2% of back-office headcount, not 20%. But it proves three things: which processes yield the highest return, what the real savings per process look like, and whether the approach works in your portfolio companies specifically.

The Path from 1-2% to 20%

Reaching 20% requires systematically working through all back-office process clusters across each function. Each cluster follows the same discover-build-measure cycle. Based on pilot results, you can model the full program: how many clusters per company, what team is needed, and what the realistic timeline looks like. The pilot gives you the unit economics to make that decision.

PhaseScopeAspirational Reduction
Pilot (Months 1-3)5-8 processes per company1-2% of back-office FTE
Phase 2 (Months 4-9)10-15 additional processes per company5-8% of back-office FTE
Phase 3 (Months 10-18)25-40 cumulative processes per company12-20% of back-office FTE

Phase 2 and Phase 3 numbers are aspirational ceilings, not commitments. They depend on pilot results, change management capacity at each company, and your appetite for the investment. The pilot replaces these with real unit economics.

Real-Time Visibility as a Byproduct

Once back-office processes run on automated pipelines, the data they generate becomes available in real time. The same instrumentation that powers automation also produces live dashboards: month-end variance, headcount, cash, capex, and EBITDA trend at the portfolio-company level, refreshed nightly instead of quarterly with a 4-6 week lag.

TodayWith Pilot Automation in Place
Quarterly PDFs from each companyLive dashboards updated nightly from source systems
4-6 weeks lag from period closeSame-day visibility on the metrics that matter
Inconsistent format across companiesStandard templates with side-by-side comparability
Anomalies surface after the next board reviewAnomalies surface in the daily report

This is not a separate workstream. It is what falls out of the pilot automatically once the data plumbing is in place.

5
Architecture and Data Flow
1 min
A short technical orientation: where the automations run, what data they touch, and how they connect to source systems inside each portfolio company.

Runtime

Automations are built as a combination of AI agents (Claude / Anthropic API), workflow orchestration (Python services), and data pipelines that read directly from source systems (ERP, HRIS, ITSM, finance platforms). The runtime is hosted inside the portfolio company's own cloud environment by default. No data leaves their tenancy unless they explicitly configure it to.

Data Flow

Source systems → read-only connectors → processing layer (LLM + workflow engine) → outputs (automated actions, dashboards, reports). Writes back to source systems are gated behind a security review per process and only enabled after the portfolio company's IT and security teams have signed off.

Integration Touchpoints

LayerTypical SystemsConnection Method
ERPSAP, Oracle, Infor LN, NetSuite, Microsoft DynamicsNative APIs, ODBC, Snowflake/data warehouse where present
HRISWorkday, SAP SuccessFactors, BambooHRNative APIs
ITSMServiceNow, Jira Service Management, FreshserviceREST APIs
FinanceConcur, Coupa, Bill.com, native ERP modulesNative APIs, file-based fallback

This section is a high-level orientation. A full architecture review (data residency, network topology, model provider choices, audit logging, observability) is part of the discovery phase per portfolio company.

6
Security and Transferability
1 min
The two questions evaluators always ask: what about security, and how do we avoid vendor lock-in. Both have direct answers.

Security Posture

  • Data residency: Automations run inside the portfolio company's own cloud environment. Data does not transit our infrastructure by default.
  • Read-only first: Every automation starts read-only. Write access is enabled per process only after security review.
  • Model providers: Anthropic Claude is the default. The architecture is provider-neutral. Azure OpenAI, AWS Bedrock, or self-hosted open-weight models are supported alternatives.
  • Contracts and compliance: NDA and DPA in place before discovery. SOC 2 posture and insurance documentation available on request.

Transferability (Avoiding Vendor Lock-In)

Every automation we build is designed to be handed over. The deliverables are:

  • Source code in a Git repository the portfolio company owns
  • Infrastructure-as-code definitions for the runtime environment
  • Runbook covering deployment, monitoring, common failure modes, and recovery
  • 30-day handover period with paired support if the portfolio company elects to take it in-house

After the pilot, the choice is open: continue with us, take it fully in-house using the playbook, or run a hybrid model. The decision belongs to the portfolio company, not us.

This section is a draft summary. Detailed security documentation (data flow diagrams, compliance posture, sub-processor list, incident response process) is available on request and reviewed per portfolio company during discovery.

7
About Us
3 min
BLCG International and H2W Labs. We build and use AI in our own operations every day. The platform that runs our internal operations across 72 custom skills (CRM, finance, delivery, people management) is the same automation foundation we use to build pilots for clients.

What We Bring

Built on Our Own Architecture

The pilot automations we build for portfolio companies use the same patterns and infrastructure we run internally, hardened across 72 skills and 7 subagents. This document was generated by that system.

Operating Inside Industrial Companies

15+ years inside the operations of manufacturing and industrial businesses. The tooling, the people, the change-management resistance, the politics around back-office costs: infrastructure and manufacturing share more than they differ at this level. We have already worked through the patterns your portfolio companies will throw at us.

AWS Partner

AI applications built on AWS Bedrock. Cloud infrastructure, migration, and managed services capability for production-grade deployments.

Delivery Speed

Small firm, fast decisions. Discovery starts within 1 week of go. First portfolio automations ship within 6 weeks of kickoff.

Why Us vs the Alternatives

You have other choices. Here is the honest version of how we compare:

BLCG / H2W Labs

Operating partner mindset. We use AI inside our own business every day. Small enough to move in days, deep enough to build production systems. Senior people on every engagement.

Big 4 Consulting

Strong frameworks, slow start. 6-12 weeks before code ships. High day rates and pyramid staffing. Often hands off to a junior team after the kickoff slides.

RPA Vendors

UiPath, Automation Anywhere and similar. Strong tools but tool-first thinking. Great for narrow repetitive tasks, weaker for the language and judgment work that AI now handles. License-heavy commercial model.

In-House Build

Eventually the right answer at scale. Hard to start cold without a working playbook. The pilot exists to give you that playbook before you commit to hiring.

The meta-point: this entire document was generated by the system we are proposing. That is the most honest demo we can offer.

Your Core Team for This Engagement

Lennart Hector

Lennart Hector

Co-Managing Director
Engagement lead, pilot scoping, primary contact for Macquarie
Richard Weiher

Richard Weiher

Co-MD / Head of Consulting
Solution architecture for the 5-company pilot, technical depth on automation builds
Heiko Steinbach

Heiko Steinbach

Head of PM and Account Management
Coordinates discovery and delivery across the 5 portfolio companies in parallel. Currently runs 30+ projects across our DACH accounts.
Carlos Claure

Carlos Claure

Senior Consultant
On-site discovery and process mapping at portfolio companies. Multilingual delivery (EN/DE/ES). Bridges Finance, HR and IT conversations.

This is the core team you would work with directly. Lennart owns the relationship. Richard owns the architecture. Heiko runs the multi-company coordination, which is the hardest part of a 5-company parallel pilot. Carlos and a handful of additional senior consultants from our DACH and U.S. teams handle the on-site discovery work. We do not staff junior people on engagements like this.

8
Track Record
1 min
Our delivery experience is in manufacturing and industrial operations across DACH and North America. The back-office automation patterns we apply are industry-agnostic: the same processes drive value whether the company builds pumps or runs a port.

Selected References

More Clients We Work With

ARI Armaturen BAE Systems Kesseböhmer Containex J.G. Anschuetz Calanbau Liebherr BeA

30+ manufacturing and industrial clients across Germany, Austria, United States, Canada, and Japan.

9
Next Steps
1 min
The pilot is structured to start fast and prove unit economics inside 90 days. The next step is a short scoping conversation to identify candidate portfolio companies and lock in the discovery schedule.

Pilot Eligibility Review

A 60-minute call to walk through the candidate companies against the selection framework above, agree on the 5 pilots, and map out the discovery sequence. We come prepared with the framework; you bring the portfolio context. By the end of the call we have a shortlist and a starting date.

Optional: Technical Deep-Dive

A second 60-minute session with Richard Weiher (delivery lead) on automation patterns, data access models, and security review. Recommended for tech leads who want to validate the approach before warm-introducing the pilot to portfolio company management.

Earliest start We can hold the week of April 13 for kickoff discovery at the first 1-2 pilot companies. The full 5-company sequence completes within 12 weeks of that start.
Book a Working Session

The Calendly link reserves a 30-minute holder. If you pick a session length above we will extend the booking on our side once you confirm. Or just reply to the WhatsApp thread with a date that works.

BLCG International

Confidential. Prepared for Macquarie Asset Management.

BLCG International LLC | H2W Labs

April 2026