Workflow Autopsy

Find the bottleneck before you automate the wrong thing.

Workflow Autopsy is a free diagnostic tool for operators, team leads, and consultants who need to understand why a process is slow, messy, or expensive. Users paste a SOP, transcript, or rough workflow description, and the product returns a clean, prioritized report showing bottlenecks, time leaks, automation candidates, human-only steps, and the best first workflow to fix.

Business Goals

  • Achieve 8,000 monthly diagnostic submissions within 6 months of launch.
  • Convert 8 to 12 percent of completed reports into Workflow Surgery Sprint bookings within 90 days of launch.
  • Maintain a report completion rate above 70 percent from pasted input to generated autopsy within 3 months.
  • Reach 30 percent repeat usage from returning teams or consultants within 6 months.
  • Generate at least 40 percent of qualified leads from organic sharing of reports and referral links by month 6.

User Goals

  • Turn a messy workflow into a clear diagnosis in under 3 minutes.
  • Identify the single highest-leverage process to improve first.
  • Separate automatable work from steps that should stay human.
  • Get a report that is readable enough to share with leadership or clients.
  • Have a clear next action, including whether to automate, simplify, or leave the workflow alone.

Non-Goals

  • This is not a full workflow execution platform or task management system.
  • This is not an RPA builder or code generator for automation logic.
  • This is not a generic AI chatbot for operations questions without structured output.
  • This does not attempt to redesign an entire organization in one pass; it focuses on one workflow at a time.

Ops Lead Priya, 34 - Priya runs operations for a 40-person services team and is under pressure to reduce turnaround time without adding headcount. She has process notes scattered across docs, Slack, and call transcripts, but no clear starting point for automation.

Ops Lead Priya, 34

  • As an ops lead, I want to paste a rough process into the tool, so that I can quickly see where time is being lost.
  • As an ops lead, I want the tool to rank the first workflow worth fixing, so that I can prioritize the highest-leverage improvement.
  • As an ops lead, I want a report I can share with leadership, so that I can justify investment before building automation.

Agency Consultant Marco, 41 - Marco advises clients on AI and workflow automation, but discovery calls often produce vague, inconsistent process descriptions. He needs a fast diagnostic artifact to guide recommendations and scope paid implementation work.

Agency Consultant Marco, 41

  • As a consultant, I want to turn discovery notes into a structured autopsy, so that I can propose a concrete implementation plan.
  • As a consultant, I want to separate human judgment steps from automatable steps, so that I avoid overpromising AI.
  • As a consultant, I want a branded report I can send to clients, so that I can increase my conversion to paid strategy engagements.

Founder Emma, 29 - Emma is a founder with a small team and too many manual workflows. She knows automation could help, but she does not know which process will create the most impact first.

Founder Emma, 29

  • As a founder, I want to paste a messy SOP or transcript, so that I can get an objective diagnosis instead of guessing.
  • As a founder, I want to see quick wins and risks in plain language, so that I can decide whether to automate now or simplify first.
  • As a founder, I want a clear next-step CTA, so that I can move from diagnosis to implementation without restarting the analysis.

Input Capture and Normalization · High priority

  • Accept messy workflow descriptions from multiple sources and convert them into structured process steps for analysis.
  • Support paste-in text up to at least 20,000 characters.
  • Handle SOPs, bullet lists, transcripts, and freeform notes without requiring formatting.
  • Detect likely step boundaries, roles, tools, handoffs, and waiting states.
  • Warn the user when the input is too short, too ambiguous, or appears to describe multiple unrelated workflows.
  • Preserve original text for reference and allow re-analysis after edits.

Workflow Diagnosis Engine · High priority

  • Analyze the input workflow and produce a structured autopsy that identifies bottlenecks, delays, repetition, and improvement opportunities.
  • Rank bottlenecks by impact using factors such as frequency, delay, rework, and dependency count.
  • Identify time leaks such as waiting, handoff delays, duplicate data entry, and approval bottlenecks.
  • Label steps as automate, simplify, standardize, or keep human with reasons.
  • Surface the first workflow worth fixing based on expected leverage and implementation difficulty.
  • Return confidence scores for major findings when the input is incomplete or ambiguous.

Autopsy Report Output · High priority

  • Generate a clean, readable report that can be shared internally or with a client as a diagnostic artifact.
  • Include executive summary, workflow map, bottleneck summary, automation opportunities, human-only steps, and recommended first fix.
  • Present findings in plain English with a concise, consultant-friendly tone.
  • Allow export as shareable link and downloadable PDF.
  • Support optional company branding and a short CTA section for Workflow Surgery Sprint booking.
  • Highlight assumptions made during analysis so the user can validate or correct them.

Lead Capture and Conversion · Medium priority

  • Convert high-intent diagnostic usage into booked implementation conversations without interrupting the free report experience.
  • Show a CTA after the report with a clear next step to book a Workflow Surgery Sprint.
  • Capture name, email, company, and role before sending the report link or export.
  • Support scheduling integration with Calendly or similar booking tools.
  • Allow users to request a follow-up audit review or implementation estimate.
  • Track report-to-booking conversion by source and workflow type.

Sharing, History, and Reuse · Medium priority

  • Enable users to revisit past analyses and share them across teams or clients.
  • Store a history of prior submissions for signed-in users.
  • Generate unique share links with access controls and optional expiration.
  • Allow users to duplicate a previous analysis and edit the input for a new version.
  • Show comparisons between version 1 and version 2 findings when the same workflow is re-run.
  • Make sharing lightweight enough to support consultant and agency workflows.

Fast Workflow Diagnosis Onboarding

  • Step 1: Land on a simple page with one primary input box and one example workflow prompt.
  • Step 2: Paste a messy SOP, transcript, or notes into the input area.
  • Step 3: Choose the workflow type and optional context such as team size, tools used, and pain area.
  • Step 4: Run analysis and show a progress state with a target time-to-value of under 60 seconds for first result.
  • Step 5: Present the report with one clear next action and a booking CTA.
  • Step 6: Offer export, share link, and the option to analyze another workflow.

1. Paste and Clarify

  • Users paste raw workflow text and optionally add context to improve diagnosis quality.
  • Auto-detect if the input looks like a single workflow versus multiple unrelated processes.
  • Inline prompts ask for missing context only when it materially improves confidence.
  • If the text is too short, show examples and guidance instead of producing a low-quality report.

2. Structure the Workflow

  • The system extracts steps, roles, tools, handoffs, and wait states from unstructured text.
  • Display a parsed outline before final analysis so users can spot obvious mistakes.
  • Support corrections to renamed steps or merged steps before scoring.
  • Flag uncertain interpretations with low-confidence tags.

3. Diagnose the Bottleneck

  • The engine identifies the main slowdown and explains why it is the highest-leverage problem.
  • Use a ranking model that weighs delay, repetition, dependency chain length, and rework risk.
  • Show one primary bottleneck and up to three secondary bottlenecks.
  • If there is not enough evidence for a clear bottleneck, say so and recommend what data is needed.

4. Recommend the Fix Order

  • The report recommends what to automate, what to simplify, and what should stay human.
  • Separate high-confidence automation candidates from premature automation risks.
  • Recommend the first workflow worth fixing based on impact versus effort.
  • Explain where AI helps and where human judgment, approvals, or exception handling should remain.

5. Share and Convert

  • Users export the report or book the implementation sprint directly from the results page.
  • Provide shareable links and PDF export with branding support.
  • CTA copy is based on the analysis outcome, not generic sales text.
  • If the user is not ready to book, offer email capture for future reference and follow-up.

Advanced Diagnostic Capabilities

  • Compare two workflow versions and show what improved or regressed.
  • Detect repeated manual data entry across systems and suggest integration candidates.
  • Generate role-specific views for operations, leadership, or client presentations.
  • Flag compliance-sensitive steps that require approval, audit trails, or human review.
  • Support multi-workflow submissions for teams that need triage across several processes.
  • Allow custom scoring weights for consultants who want to emphasize speed, cost, or error reduction.

Clear, Trustworthy Interface

  • Primary screen uses one large input area with supporting examples and an analysis button that is impossible to miss.
  • Report output should visually separate bottlenecks, time leaks, automation opportunities, and human-only work.
  • Use severity colors carefully with accessible contrast ratios and non-color cues for importance.
  • Progress feedback should feel fast and explain what the system is doing in plain language.
  • Keep the interface desktop-first for ops users while remaining fully usable on mobile.
  • PDF exports and share links must preserve readability, section order, and branded headers.

Priya has a 17-step onboarding workflow that takes three people, four tools, and too many follow-ups to complete. She pastes a rough SOP and a transcript from a Slack huddle into Workflow Autopsy, hoping for a better answer than “we should automate this somehow.”

Within a minute, she gets a report showing that the real bottleneck is not the final approval step, but the repeated manual re-entry of customer data across two systems and a hidden wait state between intake and review. The report recommends simplifying the intake form first, keeping one human approval step, and only then automating the handoff.

Priya uses the report to secure leadership buy-in for a small implementation sprint instead of a broad, risky automation project. The team fixes the highest-leverage workflow first, reduces turnaround time, and avoids wasting money on automating the wrong process.

User-Centric Metrics

  • At least 75 percent of users receive a clear primary bottleneck in the first report.
  • Average time from paste to completed report under 60 seconds.
  • At least 80 percent of reports include a concrete first workflow to fix.
  • At least 60 percent of users rate the report as actionable or very actionable.
  • At least 25 percent of users export or share the report after viewing it.

Business Metrics

  • 8 to 12 percent free-to-paid conversion into Workflow Surgery Sprint bookings within 90 days.
  • 30 percent repeat usage from returning teams, consultants, or agencies within 6 months.
  • At least 40 percent of qualified leads originate from shares, referrals, or branded report links by month 6.
  • Maintain a visitor-to-completed-analysis rate above 50 percent after onboarding optimization.

Technical Metrics

  • 99.9 percent monthly uptime for the analysis and report generation service.
  • Median report generation latency under 30 seconds and p95 under 90 seconds.
  • Zero critical privacy incidents and zero unauthorized access to shared reports.
  • Successful PDF export rate above 98 percent.

Tracking Plan

  • Track workflow_submitted when a user pastes text and starts analysis.
  • Track workflow_normalized when the system extracts structured steps.
  • Track diagnosis_generated when the report is completed.
  • Track bottleneck_identified when a primary bottleneck is selected.
  • Track report_shared when a share link or PDF is created.
  • Track sprint_cta_clicked when the booking call to action is clicked.
  • Track sprint_booked when a Calendly or booking completion event occurs.

Technical Needs

  • Frontend built in Next.js with React and TypeScript for rapid iteration and SEO-friendly landing pages.
  • Backend API in Node.js or Python FastAPI for workflow ingestion, analysis orchestration, and report generation.
  • Queue-based async processing with Redis and a worker system such as BullMQ or Celery for heavy analysis tasks.
  • Use PostgreSQL for structured workflow records, user accounts, report versions, and analytics metadata.
  • Store generated PDFs and report assets in S3-compatible object storage.
  • Implement LLM orchestration with structured JSON outputs and schema validation to keep results predictable.
  • Add feature flags and prompt/version tracking for iterative model tuning and regression control.

Integration Points

  • OpenAI or Anthropic API for workflow analysis and report generation.
  • Calendly for booking the Workflow Surgery Sprint.
  • Stripe if paid upgrades or premium exports are added later.
  • Google OAuth and email authentication via Clerk, Auth0, or Supabase Auth.
  • PostHog or Amplitude for product analytics and funnel tracking.

Data Storage & Privacy

  • Minimize stored raw workflow content by default and allow deletion from user accounts.
  • Encrypt data in transit with TLS and at rest using managed cloud encryption.
  • Provide GDPR and CCPA-friendly deletion, export, and consent flows.
  • Mark shared links as public only by explicit user action and allow expiration controls.
  • Avoid storing sensitive operational secrets in prompts or logs; redact obvious credentials and personal data when detected.

Scalability & Performance

  • Use background jobs for analysis so the UI stays responsive under load.
  • Cache repeated prompt templates and report rendering assets where possible.
  • Design the system to support bursts from consultant sharing campaigns without degrading p95 latency.
  • Limit input size and chunk long transcripts to prevent token overrun and cost spikes.

Potential Challenges

  • LLM output inconsistency could create unreliable reports; mitigate with strict JSON schemas, confidence scores, and deterministic post-processing.
  • Users may paste multiple workflows at once; mitigate with a workflow detection step that asks them to split unrelated processes.
  • The tool could over-recommend automation; mitigate with explicit keep-human labels and a human judgment check in the output.
  • Privacy concerns may block adoption for client or internal operations data; mitigate with deletion controls, redaction, and clear data handling policies.
  • CTA conversion may feel too salesy after a free diagnostic; mitigate by making the report genuinely useful first and using contextual, low-friction booking prompts.

Team & resourcing - Small team - 2 engineers, 1 product designer, part-time PM, shared marketing support

Phase 1: MVP Diagnostic Flow · Weeks 1-4

  • Landing page with paste-in workflow input
  • LLM-based workflow normalization and autopsy report generation
  • Basic report view with bottleneck, time leaks, automation opportunities, and first fix
  • Email capture and simple shareable report link
  • Analytics for submission, completion, and CTA clicks

Phase 2: Shareable Reports and Booking · Weeks 5-8

  • PDF export and branded report templates
  • Calendly booking integration for Workflow Surgery Sprint
  • User accounts and report history
  • Improved validation for short, ambiguous, or multi-workflow inputs
  • PostHog funnel dashboard and conversion tracking

Phase 3: Quality and Personalization · Weeks 9-12

  • Versioned prompt pipeline and confidence scoring
  • Role-based report variants for founders, ops leads, and consultants
  • Comparison mode for revised workflows
  • Redaction of sensitive data before analysis
  • Performance optimization for longer transcripts and larger inputs

Phase 4: Growth and Scale · Weeks 13-16

  • Referral and share incentives
  • Branded team workspaces for repeat users
  • Admin dashboard for analysis quality review
  • Feature flags and A/B testing for CTA and report formats
  • Expanded integrations and premium upsell paths

Paste this into Cursor, Bolt, Lovable, or v0 to start building.

Build a web app called Workflow Autopsy, a free diagnostic tool that helps operators find the bottleneck in a messy workflow. Users paste a SOP, transcript, notes, or rough process description, and the app returns a structured autopsy report with: executive summary, main bottleneck, time leaks, repetitive tasks, automation opportunities, what should stay human, and the first workflow worth fixing. End the report with a contextual CTA to book a Workflow Surgery Sprint.

Use Next.js 14, React, TypeScript, Tailwind, PostgreSQL, Prisma, and a background job queue such as BullMQ with Redis. Use OpenAI or Anthropic for analysis, but force structured JSON outputs with schema validation and confidence scores.

Primary screens and flows:
1) Landing page with one primary paste box, example workflow prompts, short value proposition, and CTA to analyze
2) Input review screen that parses the workflow into steps, roles, tools, and handoffs, with warnings for ambiguous or multi-workflow input
3) Report screen showing sections for summary, bottlenecks, time leaks, automation opportunities, human-only steps, and recommended first fix
4) Share/export flow with unique report links and PDF export
5) Booking CTA flow integrated with Calendly for Workflow Surgery Sprint

Data model:
User, Organization, WorkflowSubmission, ParsedStep, DiagnosisReport, ReportSection, ReportShareLink, ExportJob, BookingClick, BookingConversion, AuditLog
Store raw input, normalized steps, model version, confidence scores, report JSON, share token, export status, and analytics events. Support soft delete and user data export.

Requirements:
Implement auth with Clerk or Supabase Auth, analytics with PostHog, object storage for PDF exports on S3-compatible storage, and environment-based feature flags. Make the UI clean, trustworthy, and consultant-friendly, with accessible contrast, fast loading, and responsive report rendering. Include validation for short inputs, redaction for obvious secrets, and friendly errors when analysis confidence is low. Build the MVP first with report generation, share links, and CTA tracking, then add PDF export and report history.

Business Idea

Workflow Autopsy is a free diagnostic tool that helps operators find what is slowing their team down. The user pastes a messy workflow, SOP, transcript, or rough explanation of how a process currently works. The tool analyzes the workflow and returns a clean autopsy report with the main bottleneck, time leaks, repetitive tasks, automation opportunities, what should stay human, and the first workflow worth fixing. The goal is to help teams stop guessing what to automate and identify the highest-leverage process before investing in AI or workflow automation. The report ends with a CTA to book a Workflow Surgery Sprint, where GPC can help implement the recommended automation.

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