AI Automation Opportunity Scanner

Turn messy workflows into a prioritized automation roadmap

A guided workflow assessment helps your team capture recurring work, review supporting files, answer targeted follow-up questions, and see what to automate first and why.

Guided
intake and workflow mapping
Reviewed
evidence and follow-up answers
Report + brief
clear next steps
Automation Scanner ReportEvidence-backed
AP invoice intake and routingQuick Win
Pattern:AI extraction + routing
Output:Prioritized report
Next Step:Implementation brief
Customer onboarding handoffsHigh Impact
Pattern:Workflow automation
Evidence:Docs + follow-up answers
Result:Roadmap placement
Support triage and knowledge retrievalStrategic
Pattern:RAG or agent fit
Guardrail:Not everything becomes an agent
Decision:Scored with confidence
Scanner Output:Prioritized report + implementation brief

6 ways the scanner turns workflow chaos into a roadmap

From structured intake and evidence review to ranked opportunities and implementation briefs

Guided Intake & Workflow Mapping

The scanner captures company context, recurring tasks, bottlenecks, approvals, tool usage, and business impact in a guided flow so the analysis starts with real operating detail.

Step-by-step
workflow capture
  • Capture recurring work, handoffs, approvals, and owners
  • Record pain points such as delays, errors, and exception handling
  • Collect rough labor and impact assumptions for ROI estimation
  • Save a structured submission instead of relying on one freeform prompt

Evidence Review & Targeted Follow-Up

Customers can upload PDFs, screenshots, CSVs, notes, and process documents. The system reviews that evidence and asks focused follow-up questions when important details are missing.

Files + notes
reviewed and summarized
  • Upload evidence such as SOPs, screenshots, exports, and pasted notes
  • Extract tools, actors, approvals, handoffs, and recurring steps
  • Ask targeted follow-up questions when the workflow is unclear
  • Keep the analysis grounded in evidence instead of guesswork alone

Current Workflow Map

The scanner maps the current workflow from intake answers, evidence summaries, and follow-up answers so recommendations reflect how the process really runs today.

Current state
workflow rebuilt
  • Reconstruct triggers, steps, actors, tools, outputs, and exceptions
  • Preserve approval points and manual handoffs that slow delivery
  • Create a stronger basis for prioritization than anecdotal workshop notes
  • Keep workflow details available for review and refinement

Priority Scoring & Solution Fit

Every opportunity is ranked for impact, effort, feasibility, priority, and confidence, then matched to the right solution approach so simple work is not overcomplicated.

Ranked
opportunities with fit checks
  • Score impact, effort, feasibility, and confidence using consistent criteria
  • Classify each workflow as workflow automation, AI extraction, knowledge search, multi-step automation, or not a strong fit yet
  • Apply guardrails so savings estimates stay conservative and reviewable
  • Highlight quick wins separately from larger strategic initiatives

Executive Report & Roadmap

The main output is a report that summarizes the top recommendations, expected value, confidence, quick wins, strategic projects, and a phased implementation roadmap.

Prioritized
report-ready output
  • Executive summary with recoverable hours and annual value
  • Ranked opportunity cards with first steps, risks, and dependencies
  • Impact-versus-effort view for faster leadership decisions
  • Roadmap grouped into quick wins, medium-term projects, and strategic work

Implementation Brief

For the strongest opportunities, the scanner can generate a practical implementation brief that helps move from recommendation to delivery planning.

Delivery-ready
next-step handoff
  • Summarize current state, future state, integrations, and approvals
  • Call out exceptions, risks, and success measures
  • Support engineering, consulting, or internal implementation planning
  • Bridge the gap between a good idea and a real execution plan

How We Classify AI Opportunities

The audit does more than find ideas. It identifies which intelligence pattern each workflow actually needs so you do not overbuild simple work or underbuild strategic opportunities.

DeepSpeed AI

The Intelligence Stack

Each layer does what it does best, and the audit tells you where a workflow belongs inside the stack.

Applications
Where teams feel the value
  • Copilots
  • Dashboards
  • Workflow automation
  • AI assistants
Coordination Layer
How systems are coordinated
  • Routing rules
  • Decision steps
  • Tool use
  • Monitoring
Intelligence Core
Which model or knowledge layer does the work
  • Reasoning models
  • Task-specific models
  • Knowledge retrieval systems
Automations & Actions
How insight becomes action
  • CRM updates
  • Ticket routing
  • Follow-ups
  • Triggered workflows
Governance, Audit, Compliance
How deployments stay safe and explainable
  • Usage tracking
  • Quality checks
  • Policy enforcement
  • Audit logs
Audit Output

Workflow-to-Pattern Decision Map

For every high-value candidate workflow, we recommend the right delivery pattern and explain why.

Workflow CandidateBusiness value + feasibility review

Standard Automation

Deterministic steps and rule-based workflows

  • Data sync
  • Approval routing
  • Scheduled reporting

Prompt Workflow

Language tasks that need reasoning but not custom training

  • Drafting emails
  • Summaries
  • First-pass analysis

Knowledge Search

Tasks that must use current internal knowledge

  • Policy answers
  • Customer context
  • Knowledge-grounded support

Specialist Model

High-volume narrow tasks where accuracy and cost matter

  • Classification
  • Extraction
  • Risk detection

Multi-Step AI Workflow

Multi-step work spanning multiple systems and actions

  • CRM updates
  • Escalation chains
  • Cross-tool workflows
What You Actually Get

From Workflow Discovery to Model Strategy Map

01

Current Workflow

Map the actual process, systems, bottlenecks, and manual handoffs.

02

Discovery + Process Mapping

Document where work starts, stalls, loops, and requires human effort.

03

ROI + Feasibility Analysis

Quantify value, dependencies, implementation effort, and operational risk.

04

Recommended AI Pattern

Choose workflow automation, prompt-based assistance, knowledge search, specialist models, or a multi-step AI workflow.

05

Validation Plan

Define evaluation criteria, success thresholds, and rollout guardrails.

06

Implementation Roadmap

Translate the strategy into quick wins, high-impact projects, and strategic builds.

What the scanner makes visible

The output replaces vague automation brainstorming with structured, evidence-backed decisions

Workflow Visibility

Before
Scattered tribal knowledge
After
Reconstructed current-state workflow
Less guesswork during automation planning

Evidence Coverage

Before
Anecdotes only
After
Docs, notes, screenshots, and exports reviewed
Recommendations grounded in real workflow evidence

Prioritization Clarity

Before
Too many ideas competing for attention
After
Ranked opportunities with fit and confidence
Faster leadership decisions on what to do first

Pattern Selection

Before
Everything sounds like "AI"
After
Best-fit solution approach called out
Avoid overbuilding simple work

Action Readiness

Before
Needs another discovery cycle
After
Report plus implementation brief
Easier handoff into delivery

Conservative Value Model

Before
Inflated savings claims
After
Guardrailed estimates with assumptions
More credible business cases

How the scanner works

From guided intake to roadmap and implementation brief

Step 1

Company & Team Context

Capture the business function, team, tools, and operator context around the workflow.

Step 2

Workflow Inventory

Document recurring tasks, owners, handoffs, frequency, and where work slows down.

Step 3

Pain Points & Economics

Capture delays, rework, error-prone steps, labor assumptions, and business impact.

Step 4

Evidence Upload

Add documents, screenshots, exports, and notes that show how the workflow actually runs.

Step 5

Targeted Follow-Up

Answer targeted follow-up questions based on workflow gaps and evidence summaries.

Step 6

Current Workflow Map

Map the current workflow, including triggers, approvals, exceptions, and outputs.

Step 7

Prioritization & Report

Score the best opportunities and generate a prioritized report with roadmap and confidence notes.

Step 8

Implementation Brief

Generate a delivery-ready brief for the best opportunity when a team wants the next level of detail.

Example scanner outcomes

How teams can move from workflow confusion to clear automation priorities

Finance Operations

Accounts Payable Team Finds the First Automation Wins Faster

Challenge

Invoice intake, routing, approvals, and exception handling were spread across inboxes, PDFs, spreadsheets, and ERP updates. The team knew the work was painful but lacked a structured way to prioritize where automation would actually help.

Solution

The scanner captured the current process, reviewed supporting evidence, generated follow-up questions, and surfaced the strongest opportunities around invoice extraction, approval routing, and exception triage.

Results

Quick wins
made visible in one report
Ranked
opportunities with confidence notes
Brief-ready
handoff for the top workflow
"The scanner made the first priority obvious instead of leaving us with another long list of ideas." — Illustrative finance operations scenario
Revenue Operations

Customer Onboarding Gets Mapped from Handoff Chaos to Clear Priorities

Challenge

Customer onboarding depended on manual handoffs between sales, implementation, support, and finance. Delays came from missing documents, scattered notes, and inconsistent follow-up.

Solution

The scanner mapped the onboarding workflow, highlighted where information stalled, and separated standard automation opportunities from workflows that needed more flexible AI support.

Results

Current state
workflow reconstructed
Pattern fit
called out by workflow
Roadmap
organized into quick wins and strategic work
"Instead of debating where the problem was, the scanner showed the handoffs, bottlenecks, and best starting points." — Illustrative onboarding operations scenario
Support & Internal Operations

Support and Knowledge Work Stops Getting Lumped into One "AI Agent" Bucket

Challenge

The team had a mix of repetitive triage, document lookup, and exception-heavy coordination work, but every conversation was collapsing into vague talk about building an agent.

Solution

The scanner ranked the work conservatively and classified each opportunity into workflow automation, AI extraction, knowledge-backed support, or multi-step automation only when the workflow truly needed it.

Results

Not overbuilt
simple work kept simple
Evidence-backed
confidence added to recommendations
Implementation brief
available for top opportunities
"The biggest win was clarity: what needed automation, what needed retrieval, and what was not a good fit yet." — Illustrative support operations scenario

Scanner Flow

What happens after someone starts the guided workflow

Step 1

Guided Intake

  • Capture company, team, and workflow context
  • List recurring tasks, owners, and tools involved
  • Record pain points, approvals, and exception patterns
  • Save a structured submission for review
Step 2

Evidence & Clarification

  • Upload documents, notes, screenshots, or exports
  • Extract workflow-relevant facts from the evidence
  • Ask targeted follow-up questions where details are missing
  • Finalize the workflow context before scoring
Step 3

Scoring & Report

  • Reconstruct the current-state workflow from all available inputs
  • Identify the strongest automation opportunities
  • Score impact, effort, feasibility, priority, and confidence
  • Generate the executive report and phased roadmap
Step 4

Brief & Next Steps

  • Review the top-ranked opportunities and roadmap
  • Generate an implementation brief for a selected opportunity
  • Export or share the report and brief
  • Use the output to plan delivery with your team or implementation partner

Frequently Asked Questions

Common questions about the Automation Opportunity Scanner

Start the scanner and see what should be automated first.

Run the guided intake, upload supporting evidence, and turn workflow pain into a ranked report with a clear next step.