AI Opportunity Audit

Find Exactly Where AI Creates ROI in Your Business

A short, structured engagement with our engineers. In 3–5 business days you get a map of where AI pays off in your workflows, ROI estimates for each opportunity, and a phased roadmap with a technical blueprint.
  • Delivered in 3–5 business days
  • Roadmap and blueprint are yours to keep
  • No obligation to build with us
Opportunity audit: sample property manager
In review
Workflows found63 manual hrs / week
  • Offering memo data entryBroker PDFs by email18 hrs/wk
  • Listing photo checksPhotos in cloud storage12 hrs/wk
  • Lease abstractionScanned leases in SharePoint15 hrs/wk
  • Rent forecastingRent roll history4 hrs/wk
  • Support ticket triageShared inbox8 hrs/wk
  • Weekly reportingSpreadsheets6 hrs/wk

Illustrative sample, not client data.

1/4Interviews and a review of your systems list the workflows that eat time, and the documents, images and data behind each one.

Why start with an audit

The gap isn't AI capability. It's knowing where to apply it.

Most teams already have work that AI could take over. What they lack is a clear view of which workflow to start with, what it is worth, and what it takes to build.

  • Slow, manual decisions

    Key calls still depend on spreadsheets, inboxes and people re-keying data by hand.
  • Unmeasured costs

    Operational friction eats margin, and nobody has measured where it happens.
  • Data sitting idle

    Documents, drawings, photos and conversations hold answers that never reach a decision.
  • Stalled AI pilots

    Proofs of concept that impressed in a demo but never made it into a live workflow.

Why AI projects stall, and what the audit changes

TopicTypical AI projectAudit-led AI project
Starting pointA use case is guessed, and building starts before anyone checks where AI creates valueOpportunities are mapped from your real workflows and ranked before any code is written
Success metricVague goals like “use AI to improve operations”, leading to scope creepEach opportunity has an ROI estimate and a clear definition of success
DataSiloed or poor-quality data is discovered halfway through the buildData quality and access are reviewed up front, per opportunity
IntegrationA model that lives in a notebook and never reaches a workflowArchitecture and integration points are designed from day one

What you get

A strategy document you can act on, not a pitch deck

Specific to your operations, written for both leadership and your engineers, and owned entirely by you.

  • AI opportunity map

    Every workflow, data source and process where AI could help, scored on business impact against delivery effort.
    Opportunities ranked into quick wins, strategic bets and not now
  • ROI estimates

    Quantified use cases: estimated time saved, cost reduction and revenue potential, set against build cost and infrastructure overhead.
    Cost vs value per opportunity, with a 12-month view
  • Prioritised roadmap

    A phase-by-phase plan from proof of concept to production, with realistic timelines and team requirements.
    Proof of concept first, typically 4–6 weeks
  • Technical blueprint

    Which models to use (LLMs, computer vision, OCR), what infrastructure they need, and how they plug into your existing stack.
    Model choice, pipeline design, integration points
  • Build or buy guidance

    For each opportunity, whether an off-the-shelf tool will do or a custom system is justified, plus a clear go or no-go recommendation.
    No custom build where a product already fits
  • Walkthrough session

    A session to present the findings, answer your engineering team's technical questions and agree concrete next steps.
    Executive summary plus technical Q&A

How it works

Structured, non-disruptive, done in 3–5 business days

No long workshops. We work asynchronously where we can. The schedule shows a full-scope audit; smaller scopes finish sooner.

What we need from you

  • Access to 1 or 2 stakeholders for short interviews
  • A summary of your current tech stack
  • A description of your core operational workflows
  1. Stage 1

    Discovery and stakeholder mapping

    We interview decision-makers and technical leads to map priorities, constraints and where the day-to-day operational pain is.
    Workflow and constraint mapDay 1
  2. Stage 2

    Data and systems deep dive

    A technical review of your ERPs, databases, documents and APIs to understand data quality and where a system would integrate.
    Data readiness per workflowDays 2–3
  3. Stage 3

    Opportunity and feasibility scoring

    Every opportunity is scored on technical feasibility and business value, then ROI is estimated for the ones worth pursuing.
    Ranked opportunities with ROI estimatesDays 3–4
  4. Stage 4

    Blueprint and roadmap delivery

    We present the architecture, ROI estimates and a phased plan your team can act on, with or without us.
    Roadmap and technical blueprintBy day 5

Where we go deepest

Audits grounded in systems we have shipped

The audit draws on production work in these areas, so the estimates come from real builds rather than guesswork.

  • Real estate and PropTech

    Offering memorandum parsing, listing image tagging, virtual staging and market forecasting. Our OM parser for Finance Lobby cut OM analysis from hours to minutes.
    Real estate AI
  • Construction and floor plans

    Manual takeoffs and drawing review slow every bid. We build room segmentation, symbol detection, OCR and quantity takeoff from drawings.
    Construction AI
  • Marketing and social listening

    Buying signals get buried in social conversations. Our agents surface relevant conversations on Reddit, X and LinkedIn and draft replies.
    Social listening agents
  • Healthcare, pharma and regulated data

    When data can't go to cloud LLMs, we deploy private LLMs and RAG on your servers, including offline. For example, PharmaBrain for Atacana.
    Sovereign AI

Who it's for

Teams that want measurable AI impact, not experiments

Especially useful when you know AI matters but need a credible, low-risk starting point before committing budget.

Focused on computer vision specifically? Our computer vision consulting service goes deeper on feasibility, data and model choice. Or browse ready-made solutions by use case.

  • PropTech founders

    Adding AI to listings, deal analysis, property intelligence and workflow automation.
  • Real estate operators

    Teams handling large volumes of documents, portfolios and investment decisions by hand.
  • Construction and AEC teams

    Estimators and design teams still reviewing floor plans and drawings manually.
  • Marketing and brand teams

    Teams that need to hear and respond to conversations about their brand and category.
  • Regulated industries

    Healthcare, pharma and others whose data must stay on infrastructure they control.
  • Teams new to AI

    Leadership that wants a clear plan and a first project before committing a larger budget.

Proven results

From audit insight to production system

Systems we've built for real estate, PropTech and private AI clients. 150+ ai models delivered so far.

View all case studies

After the audit

From roadmap to a working system

Implement the findings yourself, or build them with us. Either way, the strategy document and blueprint are yours.

  1. Step 1: AI Opportunity Audit

    3–5 business days

    Opportunity map, ROI estimates, build or buy guidance and a phased roadmap for your business.

    • Yours to keep
  2. Step 2: Proof of concept

    4–6 weeks

    The top quick win built on your own data and measured against the success criteria set in the audit.

    • Accuracy targets agreed up front
  3. Step 3: Production

    Ongoing

    Integrated into your workflows and systems, monitored, and extended to the next items on the roadmap.

    • You own the IP

Request an audit

Request your AI Opportunity Audit

Tell us what you want to automate. We'll confirm the scope, then deliver your roadmap and blueprint in 3–5 business days.

  1. We reply

    Within 1 business day, to confirm scope and the right stakeholders.

  2. Discovery

    Short interviews with 1 or 2 of your people, plus a look at the data and systems involved.

  3. Delivery

    Your opportunity map, ROI estimates and roadmap, typically within 3–5 business days.

Prefer to talk first? Book a discovery call (opens in a new tab)

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FAQ

Common questions, direct answers

What teams usually ask before booking an audit.

Want to see what we build after an audit? Explore our AI services.

  • Our team conducts a structured analysis of your operations, data, and workflows. We identify high-impact AI opportunities, document a technical architecture, and deliver a prioritized roadmap with ROI estimates.