Senior-led AI workflow implementation

Turn one operational bottleneck into a working AI system.

We take a repetitive, high-friction business process from diagnosis to production — inside your existing stack, with human control, acceptance testing and a clean handover.

Senior-ledHuman-controlledAcceptance-testedClient-owned
From bottleneck to production

One process. Properly redesigned. Actually implemented.

Every engagement starts with the current baseline: owner, workflow, systems, bottleneck, KPI and risk. We automate only after the operating logic is clear.

Business inputCRM • email • docs AI layerclassify • reason • draft Human controlreview • approve • escalate Business actionupdate • send • trigger
01 — DIAGNOSE

Establish the baseline.

We map the current workflow, owner, systems, decision points, exceptions and measurable baseline before changing anything.

02 — DESIGN

Design the governed workflow.

We define AI responsibilities, permissions, human checkpoints, guardrails, acceptance criteria and what should remain manual.

03 — BUILD

Build inside the real stack.

We connect the approved workflow to the systems you already use and implement up to two production automations within scope.

04 — GOVERN

Prove it before handover.

We test agreed scenarios, record exceptions and failure modes, train the team and hand over the operating logic — not a black box.

Capabilities

AI where measurable work actually happens.

We target repeatable workflows with clear owners, measurable stakes and enough operational friction to justify redesign.

Sales operations

Lead intelligence & follow-up

Qualification, research, proposal support, CRM updates and controlled follow-up workflows.

Customer operations

Service workflows

Classification, response drafting, knowledge retrieval, escalation and QA.

Recruitment

Talent operations

Candidate intake, summaries, structured fit support, recruiter review and communications.

Internal operations

Documents, inbox & reporting

Extraction, summaries, action routing, recurring reports and owner notifications.

Marketing operations

Content & campaign systems

Research, repurposing, approvals, QA and publishing handoff.

Custom workflows

Your process, mapped properly

We start from operational reality rather than force-fitting a generic automation template.

Senior-led implementation
“The model is only one component. Value comes from the workflow, controls, adoption and measurable operating outcome.”
Leadership

Led by Mario Belmonte, combining senior international executive search and business leadership experience with hands-on work across complex operational and recruitment processes.

AI + automation

Workflow architecture, agent and automation design, integrations, human approval points, testing, exception handling and operating documentation.

Business first

We start with business outcome, owner, baseline, KPI and risk. Technology is selected only after the workflow is understood.

Ownership

Client-owned accounts, portable documentation, documented permissions and a clean handover designed to reduce black-box dependency.

Professional AI operations implementation
$7,500Fixed implementation · no automatic retainer

We assess fit first. If accepted, the scope, acceptance criteria, dependencies and payment are confirmed before implementation starts. Best fit: a repetitive workflow with a clear owner, real operational friction and a measurable outcome.

Core implementation14 days
Connected workflows designedUp to 4
Production automationsUp to 2
QualityAcceptance tests + exception matrix
HandoverArchitecture + runbook + SOPs + training
Post-launch30-day hypercare
Executive review90 days
The next step

Bring us one process that should work better.

We’ll assess whether AI should automate it, assist it — or stay out of it. If there is a real implementation fit, we define the operating outcome, controls and exact build before work begins.