{ "version": "ai-ops-decision-packet-v1", "kind": "sample", "report": { "company": "Synthetic Operations Team", "industry": "Illustrative professional services", "priority": "Recurring client reporting", "score": null, "tier": "Workflow validation plan", "generatedAt": "2026-10-22T00:00:00.000Z", "summary": "Start with recurring report generation for Synthetic Operations Team. The candidate order responds to your stated priority, then gives you a baseline worksheet, comparison experiment and 90-day sequence for that same workflow; planning estimates are calculated only from the values you enter. Company names do not determine scores, hours or returns.", "totalHoursSaved": null, "paybackDays": null, "annualValue": null, "sections": [ { "title": "Workflow Candidates", "icon": "1", "count": 25, "items": [ { "name": "Recurring report generation", "impact": "High", "effort": "Low", "hoursSaved": null, "description": "Populate a repeatable management report from approved source data and identify changes worth attention.", "relevance": "Suggested by your stated priority: reporting. Confirm fit with the workflow owner.", "evidenceToCollect": [ "For recurring report generation, sample 10 recent completed cases and include at least 2 exceptions when available.", "Record monthly volume, handling minutes, acceptance/rework, systems and the accountable owner.", "Run the proposed workflow against the same cases; measure all review, retry and exception handling." ] }, { "name": "Data quality checks", "impact": "Medium", "effort": "Medium", "hoursSaved": null, "description": "Run scheduled checks for missing, stale, or conflicting operational records before downstream work begins.", "relevance": "Suggested by your stated priority: reporting. Confirm fit with the workflow owner.", "evidenceToCollect": [ "For data quality checks, sample 10 recent completed cases and include at least 2 exceptions when available.", "Record monthly volume, handling minutes, acceptance/rework, systems and the accountable owner.", "Run the proposed workflow against the same cases; measure all review, retry and exception handling." ] }, { "name": "Executive briefing", "impact": "Medium", "effort": "Low", "hoursSaved": null, "description": "Turn approved operating metrics and decisions into a short briefing organized around changes and asks.", "relevance": "Suggested by your stated priority: reporting. Confirm fit with the workflow owner.", "evidenceToCollect": [ "For executive briefing, sample 10 recent completed cases and include at least 2 exceptions when available.", "Record monthly volume, handling minutes, acceptance/rework, systems and the accountable owner.", "Run the proposed workflow against the same cases; measure all review, retry and exception handling." ] }, { "name": "Customer inquiry routing", "impact": "High", "effort": "Low", "hoursSaved": null, "description": "Classify inbound requests and route them to the right owner, with a human review queue for uncertain cases.", "relevance": "Additional candidate; confirm this workflow exists before estimating value.", "evidenceToCollect": [ "For customer inquiry routing, sample 10 recent completed cases and include at least 2 exceptions when available.", "Record monthly volume, handling minutes, acceptance/rework, systems and the accountable owner.", "Run the proposed workflow against the same cases; measure all review, retry and exception handling." ] }, { "name": "Lead qualification", "impact": "High", "effort": "Low", "hoursSaved": null, "description": "Extract fit signals from new inquiries and prepare a consistent handoff for the sales owner.", "relevance": "Additional candidate; confirm this workflow exists before estimating value.", "evidenceToCollect": [ "For lead qualification, sample 10 recent completed cases and include at least 2 exceptions when available.", "Record monthly volume, handling minutes, acceptance/rework, systems and the accountable owner.", "Run the proposed workflow against the same cases; measure all review, retry and exception handling." ] }, { "name": "Meeting preparation", "impact": "Medium", "effort": "Low", "hoursSaved": null, "description": "Collect recent account context and produce a concise preparation brief before recurring meetings.", "relevance": "Additional candidate; confirm this workflow exists before estimating value.", "evidenceToCollect": [ "For meeting preparation, sample 10 recent completed cases and include at least 2 exceptions when available.", "Record monthly volume, handling minutes, acceptance/rework, systems and the accountable owner.", "Run the proposed workflow against the same cases; measure all review, retry and exception handling." ] }, { "name": "Meeting follow-up", "impact": "High", "effort": "Low", "hoursSaved": null, "description": "Turn approved meeting notes into action items, owners, and due dates without losing the source context.", "relevance": "Additional candidate; confirm this workflow exists before estimating value.", "evidenceToCollect": [ "For meeting follow-up, sample 10 recent completed cases and include at least 2 exceptions when available.", "Record monthly volume, handling minutes, acceptance/rework, systems and the accountable owner.", "Run the proposed workflow against the same cases; measure all review, retry and exception handling." ] }, { "name": "Proposal drafting", "impact": "High", "effort": "Medium", "hoursSaved": null, "description": "Assemble a first proposal draft from approved service, pricing, and prior-work templates for human review.", "relevance": "Additional candidate; confirm this workflow exists before estimating value.", "evidenceToCollect": [ "For proposal drafting, sample 10 recent completed cases and include at least 2 exceptions when available.", "Record monthly volume, handling minutes, acceptance/rework, systems and the accountable owner.", "Run the proposed workflow against the same cases; measure all review, retry and exception handling." ] }, { "name": "Contract intake", "impact": "Medium", "effort": "Medium", "hoursSaved": null, "description": "Extract key dates, obligations, and missing fields from incoming agreements into a review queue.", "relevance": "Additional candidate; confirm this workflow exists before estimating value.", "evidenceToCollect": [ "For contract intake, sample 10 recent completed cases and include at least 2 exceptions when available.", "Record monthly volume, handling minutes, acceptance/rework, systems and the accountable owner.", "Run the proposed workflow against the same cases; measure all review, retry and exception handling." ] }, { "name": "Invoice processing", "impact": "High", "effort": "Medium", "hoursSaved": null, "description": "Extract invoice fields and match them against approved records, leaving exceptions for a human decision.", "relevance": "Additional candidate; confirm this workflow exists before estimating value.", "evidenceToCollect": [ "For invoice processing, sample 10 recent completed cases and include at least 2 exceptions when available.", "Record monthly volume, handling minutes, acceptance/rework, systems and the accountable owner.", "Run the proposed workflow against the same cases; measure all review, retry and exception handling." ] }, { "name": "Expense review", "impact": "Medium", "effort": "Medium", "hoursSaved": null, "description": "Classify expenses against policy and surface only ambiguous or out-of-policy items for review.", "relevance": "Additional candidate; confirm this workflow exists before estimating value.", "evidenceToCollect": [ "For expense review, sample 10 recent completed cases and include at least 2 exceptions when available.", "Record monthly volume, handling minutes, acceptance/rework, systems and the accountable owner.", "Run the proposed workflow against the same cases; measure all review, retry and exception handling." ] }, { "name": "Payment reconciliation", "impact": "High", "effort": "Medium", "hoursSaved": null, "description": "Match payment records to invoices and flag unmatched transactions with their source evidence.", "relevance": "Additional candidate; confirm this workflow exists before estimating value.", "evidenceToCollect": [ "For payment reconciliation, sample 10 recent completed cases and include at least 2 exceptions when available.", "Record monthly volume, handling minutes, acceptance/rework, systems and the accountable owner.", "Run the proposed workflow against the same cases; measure all review, retry and exception handling." ] }, { "name": "Internal knowledge search", "impact": "High", "effort": "Medium", "hoursSaved": null, "description": "Make approved internal documents searchable with citations and clear escalation when the answer is uncertain.", "relevance": "Additional candidate; confirm this workflow exists before estimating value.", "evidenceToCollect": [ "For internal knowledge search, sample 10 recent completed cases and include at least 2 exceptions when available.", "Record monthly volume, handling minutes, acceptance/rework, systems and the accountable owner.", "Run the proposed workflow against the same cases; measure all review, retry and exception handling." ] }, { "name": "SOP maintenance", "impact": "Medium", "effort": "Low", "hoursSaved": null, "description": "Compare process changes against documented procedures and draft updates for an owner to approve.", "relevance": "Additional candidate; confirm this workflow exists before estimating value.", "evidenceToCollect": [ "For sop maintenance, sample 10 recent completed cases and include at least 2 exceptions when available.", "Record monthly volume, handling minutes, acceptance/rework, systems and the accountable owner.", "Run the proposed workflow against the same cases; measure all review, retry and exception handling." ] }, { "name": "Task handoff summaries", "impact": "Medium", "effort": "Low", "hoursSaved": null, "description": "Summarize work completed, open decisions, and next steps when a task changes hands.", "relevance": "Additional candidate; confirm this workflow exists before estimating value.", "evidenceToCollect": [ "For task handoff summaries, sample 10 recent completed cases and include at least 2 exceptions when available.", "Record monthly volume, handling minutes, acceptance/rework, systems and the accountable owner.", "Run the proposed workflow against the same cases; measure all review, retry and exception handling." ] }, { "name": "Support response drafts", "impact": "High", "effort": "Low", "hoursSaved": null, "description": "Draft support responses from approved knowledge while keeping sensitive or uncertain cases with a human.", "relevance": "Additional candidate; confirm this workflow exists before estimating value.", "evidenceToCollect": [ "For support response drafts, sample 10 recent completed cases and include at least 2 exceptions when available.", "Record monthly volume, handling minutes, acceptance/rework, systems and the accountable owner.", "Run the proposed workflow against the same cases; measure all review, retry and exception handling." ] }, { "name": "Quality assurance triage", "impact": "High", "effort": "Medium", "hoursSaved": null, "description": "Group recurring issues, attach evidence, and prioritize the cases that need engineering or operator attention.", "relevance": "Additional candidate; confirm this workflow exists before estimating value.", "evidenceToCollect": [ "For quality assurance triage, sample 10 recent completed cases and include at least 2 exceptions when available.", "Record monthly volume, handling minutes, acceptance/rework, systems and the accountable owner.", "Run the proposed workflow against the same cases; measure all review, retry and exception handling." ] }, { "name": "Customer feedback synthesis", "impact": "Medium", "effort": "Low", "hoursSaved": null, "description": "Cluster feedback by theme and urgency while preserving links back to the original customer language.", "relevance": "Additional candidate; confirm this workflow exists before estimating value.", "evidenceToCollect": [ "For customer feedback synthesis, sample 10 recent completed cases and include at least 2 exceptions when available.", "Record monthly volume, handling minutes, acceptance/rework, systems and the accountable owner.", "Run the proposed workflow against the same cases; measure all review, retry and exception handling." ] }, { "name": "Inventory or capacity alerts", "impact": "High", "effort": "Medium", "hoursSaved": null, "description": "Monitor thresholds and send an evidence-backed alert before a shortage or capacity issue becomes urgent.", "relevance": "Additional candidate; confirm this workflow exists before estimating value.", "evidenceToCollect": [ "For inventory or capacity alerts, sample 10 recent completed cases and include at least 2 exceptions when available.", "Record monthly volume, handling minutes, acceptance/rework, systems and the accountable owner.", "Run the proposed workflow against the same cases; measure all review, retry and exception handling." ] }, { "name": "Scheduling coordination", "impact": "Medium", "effort": "Medium", "hoursSaved": null, "description": "Collect availability, identify conflicts, and prepare scheduling options within the rules the owner defines.", "relevance": "Additional candidate; confirm this workflow exists before estimating value.", "evidenceToCollect": [ "For scheduling coordination, sample 10 recent completed cases and include at least 2 exceptions when available.", "Record monthly volume, handling minutes, acceptance/rework, systems and the accountable owner.", "Run the proposed workflow against the same cases; measure all review, retry and exception handling." ] }, { "name": "Document classification", "impact": "Medium", "effort": "Low", "hoursSaved": null, "description": "Label incoming documents and send them to the correct workspace, with a review path for low-confidence matches.", "relevance": "Additional candidate; confirm this workflow exists before estimating value.", "evidenceToCollect": [ "For document classification, sample 10 recent completed cases and include at least 2 exceptions when available.", "Record monthly volume, handling minutes, acceptance/rework, systems and the accountable owner.", "Run the proposed workflow against the same cases; measure all review, retry and exception handling." ] }, { "name": "Compliance evidence collection", "impact": "High", "effort": "Medium", "hoursSaved": null, "description": "Collect requested evidence from approved systems and show which requirements still need an owner response.", "relevance": "Additional candidate; confirm this workflow exists before estimating value.", "evidenceToCollect": [ "For compliance evidence collection, sample 10 recent completed cases and include at least 2 exceptions when available.", "Record monthly volume, handling minutes, acceptance/rework, systems and the accountable owner.", "Run the proposed workflow against the same cases; measure all review, retry and exception handling." ] }, { "name": "Renewal and deadline watchlist", "impact": "High", "effort": "Low", "hoursSaved": null, "description": "Extract dates and renewal terms, then surface upcoming decisions with the underlying source attached.", "relevance": "Additional candidate; confirm this workflow exists before estimating value.", "evidenceToCollect": [ "For renewal and deadline watchlist, sample 10 recent completed cases and include at least 2 exceptions when available.", "Record monthly volume, handling minutes, acceptance/rework, systems and the accountable owner.", "Run the proposed workflow against the same cases; measure all review, retry and exception handling." ] }, { "name": "Training content drafts", "impact": "Medium", "effort": "Low", "hoursSaved": null, "description": "Convert approved procedures into role-specific training drafts that a subject-matter owner can review.", "relevance": "Additional candidate; confirm this workflow exists before estimating value.", "evidenceToCollect": [ "For training content drafts, sample 10 recent completed cases and include at least 2 exceptions when available.", "Record monthly volume, handling minutes, acceptance/rework, systems and the accountable owner.", "Run the proposed workflow against the same cases; measure all review, retry and exception handling." ] }, { "name": "Workflow exception queue", "impact": "High", "effort": "Medium", "hoursSaved": null, "description": "Route exceptions from automated workflows to one visible queue with context, status, and an accountable owner.", "relevance": "Additional candidate; confirm this workflow exists before estimating value.", "evidenceToCollect": [ "For workflow exception queue, sample 10 recent completed cases and include at least 2 exceptions when available.", "Record monthly volume, handling minutes, acceptance/rework, systems and the accountable owner.", "Run the proposed workflow against the same cases; measure all review, retry and exception handling." ] } ] }, { "title": "Tool and Operating Requirements", "icon": "2", "count": 4, "items": [ { "name": "Workflow orchestration", "impact": "High", "effort": "Medium", "hoursSaved": null, "description": "Use an auditable workflow runner such as n8n or an existing approved automation platform to connect systems and approvals." }, { "name": "Structured operational data", "impact": "High", "effort": "Medium", "hoursSaved": null, "description": "Choose one source of truth for the records an automation needs and define owners for changes and exceptions." }, { "name": "Model and prompt evaluation", "impact": "Medium", "effort": "Medium", "hoursSaved": null, "description": "Keep a small representative test set and review quality, cost, latency, and failure cases before widening usage." }, { "name": "Observability and approval logs", "impact": "High", "effort": "Medium", "hoursSaved": null, "description": "Record inputs, outputs, approvals, and failures at each consequential step so operators can audit and correct the system." } ] }, { "title": "90-Day Roadmap", "icon": "3", "count": 3, "items": [ { "name": "Days 1–30: baseline recurring report generation", "impact": "High", "effort": "Low", "hoursSaved": null, "description": "Collect 10 completed examples of recurring report generation, including failures or exceptions. Map source → work → review → accepted result. Name one owner and record volume, time and quality. Check data access before choosing an implementation tool." }, { "name": "Days 31–60: run one controlled pilot", "impact": "High", "effort": "Medium", "hoursSaved": null, "description": "Test the proposed recurring report generation process on the same examples in shadow mode. Count review and retry time. Require no critical factual errors, traceable inputs and unchanged acceptance quality before expanding to new work." }, { "name": "Days 61–90: decide from measured delivery", "impact": "Medium", "effort": "Medium", "hoursSaved": null, "description": "Compare accepted-case handling time, defects, operating cost and exception volume against the baseline. Continue if quality holds and total work falls; change if review absorbs the gain; stop if critical errors or data-access failures remain. Assign any released capacity before attributing cash value." } ] }, { "title": "Economics and Decision", "icon": "4", "count": 1, "items": [ { "name": "One-workflow scenario", "impact": "Medium", "effort": "Low", "hoursSaved": null, "description": "Use the worksheet below to compare one measured baseline with one proposed process. Include adoption, extra exception work, cash realization, implementation and recurring operating costs. Do not add overlapping workflow estimates together." } ] } ] }, "workflow": "Recurring report generation", "workbooks": { "Recurring report generation": { "baselineDraft": { "runsPerMonth": "120", "currentMinutes": "10", "proposedMinutes": "5", "adoptionPercent": "100", "exceptionPercent": "0", "extraExceptionMinutes": "0", "loadedHourlyCost": "40", "cashRealizationPercent": "25", "monthlyTools": "50", "monthlyOversight": "25", "implementationCost": "500" }, "owner": "Operations lead (synthetic)", "evidence": "Illustrative inputs only. No customer observations. Collect 10 recent cases and count review, rework and exceptions before treating any assumption as evidence.", "decision": "Measure first. The modeled first-year cash case is negative after the blueprint and implementation costs. Do not buy on savings alone." } }, "scenario": { "baselineHours": 20, "monthlyCapacityHours": 10, "monthlyCapacityValue": 400, "monthlyGrossCashBenefit": 100, "monthlyNetCash": 25, "annualOperatingNetCash": 300, "firstYearNetCash": -2700, "upfrontCost": 3000, "paybackDays": 3653 }, "createdAt": "2026-10-22T00:00:00.000Z", "evidenceState": "Synthetic demonstration; no paid receipt or realized result." }