The AI Architecture Lab Rules first. Model second. People decide.
Intelligence is abundant.
Architecture is scarce.
Most enterprise AI never reaches the systems the business runs on. We map the manual work across your departments, show what to automate first and what it costs, then build it inside your systems, with a named owner signing off every irreversible step and your team owning the code.
- 2 weeks
- to map your processes and price the plan
- $5,000
- fixed Blueprint fee, independent of the build decision
- Day one
- every build is committed to your repository, not ours
The problem
The demos work. The deployments do not.
Models improve every quarter and cost less every year. Yet most enterprise AI never reaches the systems of record the business runs on across Finance, Sales, HR, Operations, IT and Legal. The constraint is rarely the model. It is untracked cost, unmeasured value and uncontrolled risk across departmental silos.
We map every process first, then build one at a time, each with a named department owner and one success metric. Rules execute first, a named approver signs off every irreversible step, and every action is logged.
The two figures come from different studies of different populations, so they are not added together.
The binding constraint is delivery method, not model capability.
The Automation Blueprint
The $5,000 Blueprint shows what to automate, how, and at what price.
Two weeks across your ERP, CRM, HRMS, ITSM, SCM, CLM and reporting layers. We inventory every process in scope, then cost the five highest-value opportunities in full. Seven written artefacts, all yours to keep, whoever builds, and whether anything is built.
- Process inventory. Every process in scope across departments, with volumes, hand-offs and manual effort.
- Opportunity map. Each process scored for value, feasibility and risk, then ranked into quick wins, core builds and later bets.
- Cost baseline. Measured effort, error rates, rework and unused licences for the top five opportunities.
- Native-first test. What your existing ERP, CRM, HRMS or ITSM vendor already licenses to you that covers each opportunity.
- Target architecture. Integration design, approvals, data path and security controls for every recommended build.
- Roadmap. What to automate first, and why: a 90-day start plan and a 12-month sequence.
- Priced options. For each of the top five, a fixed price and timeline if we build it, or a self-build playbook for your team.
What we need from you
- A sponsor, about half a day, plus a 45-minute interview with each department owner.
- Read-only access to the systems in scope, through accounts you issue.
- Existing process documentation, where it exists.
Your data during the Blueprint
- We sign your NDA first and work read-only.
- Notes and artefacts sit in a workspace you provide.
- We keep no copy after handover, and nothing is used to train any model.
If software you already pay for covers a process, the Blueprint says so in writing. Every artefact is yours to keep.
The operating shift
Retire the manual integration layer, not the platforms.
Gartner (August 2025): enterprise applications with a task-specific AI agent rise from under 5% in 2025 toward 40% by end-2026. No system replacement is required; only the manual integration layer is retired.
Worked example: Finance and ERP
Rules clear the routine. The model drafts the exception. Your owner decides.
A supplier invoice fails three-way match in the ERP. Every AP exception follows seven defined states and four explicit guards, codified with you before any build.
The ERP flags a match failure through its API.
Rules applied via the ERP: within match tolerance?
Within tolerance: cleared straight through, a logged rule decision.
Outside tolerance: the model drafts the cause and a reason code.
Your AP owner approves or rejects.
Approved: committed to the ERP general ledger, logged.
Rejected with a reason code. A final state.
Timeouts and API failures return the case to owner review; no case closes without a logged decision. Three more worked examples >
Enterprise department coverage
One governed pattern across nine departments.
Platforms: Oracle Fusion, SAP, Workday, Salesforce, HubSpot, Dynamics 365, ServiceNow, Zendesk and enterprise BI. Other systems with a documented API are assessed in the Blueprint. Only the named approver needs a person.
| Department and system | Process in scope | Agent layer executes | Named approver signs off | Written back to |
|---|---|---|---|---|
| Finance and TaxERP | Invoice three-way match, close and indirect tax reconciliation | Clears exceptions within tolerance and prepares journals | Payments, manual journal entries and tax return filings | ERP general ledger and tax sub-ledger |
| Sales and RevOpsCRM | Inbound email triage, lead routing and quote desk | Classifies buyer intent, updates deal fields, drafts quotes and replies | Non-standard discounts, custom terms and outbound commitments | CRM opportunity, quote and activity records |
| Customer SupportCSM | Ticket triage, order inquiries and SLA refunds | Resolves routine Tier-1 queries from the knowledge base; drafts complex replies | SLA credits, refunds and engineering escalations | CSM ticket queue and knowledge base |
| MarketingMAP, CDP | Lead enrichment, campaign QA and attribution sync | Enriches accounts, scores intent and reconciles campaign spend | Campaign release and budget reallocations | MAP campaign and CRM attribution records |
| People and PayrollHRMS | Hiring rules, onboarding packets and lifecycle changes | Validates requisitions against bands and parses compliance documents | Offer release, compensation exceptions and payroll runs | HRMS employee master and payroll ledger |
| Supply ChainSCM | Purchase requisitions, vendor POs and stock exceptions | Checks budget, catalogue pricing and supplier lead times | POs above delegated limits and vendor switches | SCM purchasing and inventory records |
| IT and EngineeringITSM | Access provisioning, incident triage and log correlation | Verifies role policy, correlates alerts and drafts root-cause notes | Privileged access grants and production change windows | ITSM CMDB and change audit log |
| Legal and ComplianceCLM | NDA and MSA review, clause extraction, obligation tracking | Flags non-standard clauses against your playbook and drafts redlines | Liability-cap deviations and final contract execution | CLM repository and compliance register |
| Executive and FP&ABI | Cross-department month-end pack and variance analysis | Reconciles ERP, CRM and HRMS totals; drafts variance commentary | Final board narrative and reporting pack release | Enterprise data warehouse and BI layer |
One governance model scales across every department without re-architecture.
Data sovereignty and ownership
Your data, keys and logs stay inside your environment.
We do not copy, store or train on your data. Models run in your cloud account or on your own servers. You own the keys, the accounts and the audit log, and hold a kill switch on every run.
The agent layer reads and writes your systems of record through official APIs. The only way out is an egress proxy that permits public reference lookups and logs every call. Inbound is public data only.
Every build is committed to your repository from the first commit. We keep no copy of your data and no licence over your code.
- Source codeYours
- Test and evaluation suitesYours
- Runbooks and operating proceduresYours
- DataYours
- Keys, credentials and identitiesYours
- Audit logYours
- Ongoing licence fees to usNone
Zero lock-in: full ownership transfers at handover. Any engineer, ours or yours, can carry the work forward.
Commercials
Fixed in advance, tied to a measured payback month.
- $5,000Blueprint. Fixed fee, two weeks. Seven written artefacts you keep, including a fixed price for each of the top five opportunities.
- FixedBuild. Per process, committed in writing at the close of the Blueprint, on a go decision only. Building in-house instead? The self-build playbook is included.
- OptionalRun. A managed-service retainer or a one-off enablement fee, quoted alongside the build.
Entry is the fixed $5,000 Blueprint. Every later price is fixed in writing; we recommend a build only where payback is demonstrable, and the decision is yours.
payback month = build price / (monthly saving - monthly run cost)
Run costs you carry, such as cloud hosting, model inference and additional platform licences, are estimated in the Blueprint and shown before you commit. USD, exclusive of applicable taxes. The payback curve is computed from your measured volumes and costs, not illustrative data.
Where payback cannot be demonstrated, we recommend against the build.
Delivery leadership
Engagements are led by a founder with six years of Big Four delivery.
The Lab addresses a capability gap: few practitioners can take a process from pilot to the system of record.
Your code, runbooks and logs stay in your repository throughout, so any team can take over delivery at any point. Continuity is a written commitment in every statement of work.
Next steps
In two weeks you will know what to automate and what it costs.
Whether to build stays your call. Your only commitment before the go or no-go decision is the capped $5,000 fee.
- TodayYou write to us.
Start with the process that costs you most.
- Fit checkWe confirm the fit by email.
A short exchange, no obligation.
- Weeks 1 to 2The Blueprint.
Your processes mapped and the top five priced.
- Your callWe build, your team builds, or you stop.
Seven artefacts kept either way.
ajeetesh@theaiarchitecturelab.com
Ajeetesh Ranjan, Founder. I read and answer every reply myself.