AI capacity across
the business.
Not a claim that AI can do everything. A map of where useful capacity can be built inside a real operating company — and where connected systems can remove work, improve decisions, and keep the business moving.
Start here
You do not need an AI strategy for every department. You need to know where work is repetitive, where people wait on information, where handoffs fail, and where better context would change a decision. Those are the places we look first.
- Time recovered
- Work accelerated
- Decisions improved
- Revenue supported
- Cost and margin protected
- Knowledge made usable
Five layers,
one operation.
These are not equal offerings on a list. They are the layers of a company that already exists — the same layers in ecommerce, service, distribution, manufacturing, and professional firms — and the places where connected AI infrastructure removes friction inside them.
Command & Capital
The view of the business, and the money behind every decision made against it.
Executive Leadership & Management
The operating picture assembled from every system, not from inboxes.
Finance & Accounting
Coding, reconciliation, and close work moved off people and into reviewed workflows.
FP&A
Forecasts, variance narratives, and cash consequences kept current.
Data, Analytics & BI
Questions answered against governed data instead of rebuilt spreadsheets.
Legal & Compliance Support
Document organization, obligation tracking, policy retrieval, and review workflows — with legal judgment staying with qualified counsel.
Demand & Revenue
Everything that creates pipeline and revenue — in any business model.
Sales & CRM Operations
Record hygiene, enrichment, next-step recommendations, and follow-through that no longer depends on memory.
Proposals & Quoting
Drafts prepared from real account history, pricing rules, and prior scope.
Marketing Operations
Campaign preparation, budget pacing, and reporting tied to what the business can actually deliver.
Paid Media
Spend pacing informed by capacity, coverage, and contribution margin.
SEO & Content
Coverage gaps identified and drafts produced inside brand and technical rules.
Creative
Production support and variant generation governed by brand standards.
Email, SMS & Lifecycle
Segmentation and campaign preparation grounded in real behavior.
Conversion & Funnel Analysis
Friction found in real session and funnel data, tests specified and tracked.
Customer & Retention
Everything after the sale — where speed and judgment both matter.
Customer Service
Responses drafted from account, order, policy, and history data; humans own the hard ones.
Voice of Customer
Themes surfaced from tickets, reviews, and cases before they become trends.
Retention & Loyalty
Cohort behavior, churn signals, and lifecycle interventions kept in view.
Fraud, Disputes & Chargebacks
Case assembly, evidence packaging, and pattern detection handled systematically.
Operations & Supply
How work, goods, and commitments actually move through the company.
Operations & Project Management
Intake, routing, status, and follow-through that no longer depends on chasing.
Purchasing & Procurement
Recommendations and draft orders prepared and queued for approval.
Inventory & Capacity Planning
Coverage, velocity, and shortfall risk monitored against lead times or scheduling limits.
Supply Chain & Logistics
Inbound status, delays, and landed cost visible before they become surprises.
Vendor Management
Supplier performance and lead-time drift tracked with evidence, not memory.
Document & Process Workflows
Contracts, forms, and approvals moving through defined paths with a record behind them.
Platform, People & Product
The infrastructure and knowledge the rest of the operation runs on.
IT & Systems Administration
Access, permissions, integration health, and audit hygiene monitored.
Software Development
Repository context, review assistance, specs, and internal tooling built to order.
Product Development
Research synthesis, requirement drafting, and launch readiness tracking.
HR & Training
Onboarding material, role documentation, and internal support that stays current.
Knowledge Management
Institutional knowledge captured, retrievable, and kept from going stale.
The same capability,
a different shape.
Capabilities change shape by industry. Explore how Big Timber applies this operating model to ecommerce, service businesses, manufacturing, distribution, and professional services.
- 01
Ecommerce
Inventory, merchandising, marketplaces, marketing, service, supply chain, catalog, finance.
- 02
Service Businesses
Lead intake, CRM, estimating, scheduling, dispatch, communications, field work, invoicing.
- 03
Manufacturing
Purchasing, inventory, planning support, quality and maintenance documents, ERP workflows.
- 04
Distribution & Wholesale
Replenishment, warehouse exceptions, quoting, accounts, orders, logistics, margin visibility.
- 05
Professional Services
CRM, proposals, project intake, knowledge, documents, reporting, delivery, billing support.
Ecommerce is an area of particular specialization, not a boundary — the same methodology applies anywhere meaningful work crosses systems, teams, data, and decisions. Industries overview.
Anatomy of a capability
Every area has
the same four parts.
Assistance
A person does the work faster, with retrieval, drafting, and analysis inside the tools they already use.
Automation
A defined, repeatable workflow runs on a trigger or a schedule, with logging and a named owner when it fails.
Connected workflow
The work spans systems — a change in one is understood everywhere it matters, and acted on accordingly.
Human authority
Financial commitments, customer-facing decisions, and anything with consequence stay with a person.
The value increases when these functions stop operating as isolated AI projects and begin sharing context — which is a question of connected infrastructure, not of buying more tools.
Find where AI fits in yours.
One working session against your operation is worth more than a catalog. We will tell you which of these areas are worth building first — and which are not worth building at all.