Apply Digital role prototype

AX Spec Compiler

A boardroom-ready agentic delivery studio for turning ACx, commerce, content, and platform workflows into governed coding-agent task packets.

Shrish ManglikSolution Architect - Agentic Engineering
Proof baseVCOS/MIDAS, JobFlow, TELUS enterprise operations
91/100hiring signal from this scenario
$5.2Mmodeled annual client value
ACx workflow focus1.9 week payback modelRAG-ready source contractsGCP and Vertex AI architectureHuman approval gates28x pilot multiple

Pilot designer

Workflow intake

Business context, source contract, platform boundaries, and risk profile.

Workflow brief
Source package
Channels
Source inputs
Knowledge sources
Integrations
Governance
68
Value model
22%
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Compiled package

ACx retail campaign command center

ACx retail campaign command center is pilot-ready with a $5.2M value thesis.

Executive readout

ACx retail campaign command center is pilot-ready with a $5.2M value thesis.

This turns Apply's agentic customer experience promise into an operating system: source-grounded, composable, measurable, and safe enough for enterprise teams to adopt.

ACx workflow focusTORQ-style accelerator patternComposable platform alignmentGCP and Vertex AI ready$5.2M annual value thesis with 1.9 week modeled payback.91/100 hiring-signal proof
Strategic fit100
Architecture100
Governance80
Velocity100
Hiring signal91
Estimated annual value$5.2M

The commercial case is built on fewer handoff loops, less rework, faster release readiness, and reusable governance patterns that Apply can package across clients.

Pilot investment$185K

1.9 week modeled payback

Value multiple28x

94/100 confidence

Impact model

MetricBaselineTargetWhy it moves
Campaign-to-code cycle time5-10 business days of clarification and handoff loops1-2 days to a signed task packetReadiness is high; source contracts and deterministic templates reduce repeated interpretation work.
Unowned release decisionsOpen questions scattered across product, content, QA, and engineering threadsZero unowned blockers before coding-agent task releaseEvery source, integration, risk, and acceptance criterion is assigned to a named owner.
Agent reworkAmbiguous prompts create broad changes and review churnBounded tasks with non-goals, tests, rollback notes, and source linksCoding agents receive implementation contracts, not vague business goals.
Governance evidenceManual review notes and inconsistent approvalsReplayable audit events for source normalization, scoring, gates, and handoffThe audit trail makes enterprise controls visible without slowing the team down.

Demo close

I would use this in the interview to ask for one real client workflow, score it live, price the pilot, and leave behind a buildable accelerator plan.

Audit trail

  1. Prototype loaded with the ACx retail command center sample.
Deterministic control planeRAG-ready source mapHuman approval gatesNo autonomous external writes