{"success":true,"filters":{"role":"operations","firstWedge":null,"type":null,"tool":null,"search":null},"summary":{"labs":1,"comparisonTypes":1,"firstWedgeRole":null,"comparedToolSlots":4,"evaluationDimensions":5,"managerEvidenceArtifacts":4,"typeCounts":{"automation_design":1}},"labs":[{"id":"tool-comparison-lab-operations","role":"operations","roleLabel":"Operations","productLine":"AIducation for Operations","firstWedge":false,"academyPath":"/ai-training/operations","type":"automation_design","labName":"Operations Automation design lab","workSituation":"SOP generation and review","decisionQuestion":"Which AI tool should a operations learner use for sop generation and review, and what verification proof should be required before the output is used at work?","comparedTools":[{"slug":"zapier","name":"Zapier","category":"automation","bestFit":"Automate low-risk repeatable handoffs across forms, CRMs, queues, sheets, and notifications.","useWhen":"Operations, Sales, Support","avoidWhen":"Avoid when errors could trigger external actions without human approval or rollback paths.","verificationRisk":"Workflow errors can scale quickly","evidenceOutput":"Operations Zapier comparison notes, final recommendation, verification checklist, and reusable workflow artifact."},{"slug":"make","name":"Make","category":"automation","bestFit":"Design multi-step operational automations that need branching, transforms, and visual debugging.","useWhen":"Operations, Finance, Marketing","avoidWhen":"Avoid when complex data mappings have no monitoring, samples, or recovery plan.","verificationRisk":"Complex workflows need monitoring","evidenceOutput":"Operations Make comparison notes, final recommendation, verification checklist, and reusable workflow artifact."},{"slug":"n8n","name":"n8n","category":"automation","bestFit":"Build technical automations where API control, credential scope, and logging matter.","useWhen":"Engineering, Operations, IT","avoidWhen":"Avoid when no technical owner can secure credentials, logs, and workflow changes.","verificationRisk":"Requires stronger technical ownership","evidenceOutput":"Operations n8n comparison notes, final recommendation, verification checklist, and reusable workflow artifact."},{"slug":"chatgpt","name":"ChatGPT","category":"ai_assistant","bestFit":"Draft, role-play, explain, and improve operations work when the learner can provide constraints.","useWhen":"All roles, Prompt labs, Scenario practice","avoidWhen":"Avoid when confidential data, unverified claims, or regulated decisions would be pasted without approval.","verificationRisk":"Can hallucinate","evidenceOutput":"Operations ChatGPT comparison notes, final recommendation, verification checklist, and reusable workflow artifact."}],"evaluationDimensions":[{"name":"Role fit","weight":25,"prompt":"Does this tool match the actual work situation and user?"},{"name":"Failure handling","weight":25,"prompt":"Are approvals, retries, alerts, and rollback paths defined?"},{"name":"Data safety","weight":20,"prompt":"Can the learner use the tool without exposing sensitive data or violating company policy?"},{"name":"Workflow evidence","weight":20,"prompt":"Does the tool produce reusable proof that a manager can inspect?"},{"name":"Speed to value","weight":10,"prompt":"Can the learner apply the tool quickly without skipping review?"}],"labSteps":[{"order":1,"title":"Frame the job","output":"Define the operations workflow, source material, user, policy constraints, and success criteria."},{"order":2,"title":"Run the comparison","output":"Try the same bounded task across the compared tools and capture output quality, risks, and missing evidence."},{"order":3,"title":"Score tool fit","output":"Grade each tool against role fit, verification, data safety, workflow evidence, and speed to value."},{"order":4,"title":"Choose the workflow","output":"Recommend the approved tool path for sop generation and review and explain the fallback option."},{"order":5,"title":"Save proof","output":"Attach the prompt, tool outputs, verification notes, final artifact, and manager coaching signal."}],"scoringRubric":["Tool recommendation is tied to the real work situation, not tool popularity.","Sensitive data, source quality, permissions, and approval boundaries are named.","The learner compares output quality with the same task across tools.","The final workflow includes a verification checklist and reusable artifact.","The manager can see what changed between AI output and approved work."],"managerEvidence":["Operations tool-fit scorecard","Approved primary tool and fallback tool recommendation","Verification notes for weak or risky output","Saved prompt, final artifact, and coaching priority"],"exportArtifacts":["Tool comparison scorecard","Workflow recommendation memo","Verification checklist","Manager coaching note","Portfolio-ready tool evidence"]}]}