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Find Out Where AI Will Pay Off Before You Build Anything

A fixed-scope AI readiness assessment: three to four weeks of paid discovery that tests your AI ideas against your real data, systems and obligations, and ends with a ranked roadmap and a fixed price for the first project.

What does AI Readiness Assessment involve?

An AI readiness assessment is a short, fixed-scope engagement that evaluates an organisation's candidate AI use cases against its data, systems, security and privacy obligations, and delivery capacity, and produces a prioritised, costed plan stating which use cases to pursue, in what order, and which to drop.

Most organisations have more AI ideas than they can fund, and little evidence about which ones will work. The ideas that sound best in a workshop are often the ones whose data is scattered across spreadsheets, locked in a system with no API, or too sensitive to send to a hosted model. The quiet, unglamorous ideas, such as extracting fields from a form the business processes thousands of times a month, often have the clearest return. An AI readiness assessment sorts one from the other with evidence rather than enthusiasm. It is how we begin every AI engagement: a paid discovery with a fixed scope, a fixed fee agreed before we start and a defined set of deliverables, so you are buying answers, not an open-ended conversation.

This is AI consulting done by the people who build. Over three to four weeks, senior engineers work through your candidate use cases with the people who own the processes. For each one we look at the value at stake, the data it depends on (where it lives, its quality, who can access it and whether it can lawfully be used for the purpose), the systems it must connect to, the risk if the AI gets it wrong, and whether an existing product already solves it. We sample real data under NDA rather than relying on descriptions, and where the top use case has a genuine technical question, such as whether a model can read your particular documents, we run a small, time-boxed spike to answer it. We also note your obligations that shape the design, including the Privacy Act 1988 and the automated decision-making transparency requirements in APP 1 that commence on 10 December 2026, and set a baseline against the six practices in Australia's Guidance for AI Adoption. You finish with a ranked opportunity register, a data readiness report, a risk register, a target architecture, a 90-day roadmap and a fixed-price proposal for the first build. You own every deliverable, and you are free to take them to another supplier or build in-house.

All Webbed Labs is a Sydney based enterprise AI and software development company. Sister company to All Webbed Up, the branding and marketing agency we deliver client work alongside.

Senior engineers only, no juniors on client work
Full IP ownership transferred on completion
Comprehensive documentation included
Post-launch support and SLA available
Australian-registered entity, AEST hours
Enterprise security standards built-in

Why choose All Webbed Labs for AI Readiness Assessment?

Fixed Scope, Fixed Fee

The assessment has a defined timeline, a defined list of deliverables and a fee agreed before we start. There is no drift into months of workshops. If we find something that needs deeper work, it goes in the roadmap as a separate, priced item.

A Ranked Opportunity Register

Every candidate use case is scored on value, feasibility, data readiness and risk, with the reasoning written down. You get a clear order of work, and an explicit list of ideas to park or drop, which is often the most useful part.

Evidence From Your Real Data

We sample the actual records, documents and system exports each use case depends on, under NDA, instead of relying on how people describe them. Data gaps surface now, when they are cheap to plan around, rather than halfway through a build.

Risks and Obligations Named Early

For each use case we record what happens if the AI is wrong, which personal information is involved, whether a decision could trigger the Privacy Act automated decision-making disclosure, and what human oversight is needed. The design starts with those constraints.

A Spike Where It Counts

When the top use case hinges on a technical unknown, such as whether a model can reliably read your forms, we run a short, time-boxed experiment on sample data. You get a measured answer before committing a build budget.

Deliverables You Own Outright

The register, reports, architecture and roadmap are yours. They are written so a board can approve funding from them and so another supplier or your own team could build from them. We provide a fixed-price proposal for the first project, with no obligation to accept it.

How do Australian businesses use AI Readiness Assessment?

What technologies does All Webbed Labs use for AI Readiness Assessment?

Use-case scoring matrixData sampling and profilingPythonSQLJupyterAnthropic ClaudeOpenAI modelsOpen-weight modelsAmazon BedrockMicrosoft Foundry (formerly Azure AI Foundry)Google Vertex AIMicrosoft 365 CopilotPrivacy impact assessment templatesArchitecture diagrams (C4)

What does the AI Readiness Assessment process look like?

01
Days 1 to 3

Kick-Off and Use-Case Intake

We sign the NDA, agree who we need to speak to and collect your candidate use cases, including the ones people mention in passing. We ask for sample data access and system documentation early, because waiting for access is the usual cause of delay.

02
Week 1

Process and Stakeholder Interviews

Short sessions with the people who do the work, own the systems and carry the risk: operations, IT, security, privacy or legal, and finance. We map how each candidate process runs today, how often, what it costs and where errors hurt.

03
Weeks 1 to 2

Data and Systems Review

We profile sample data for each use case, check where it is stored and who can access it, and review integration points, APIs and hosting. We note residency constraints and whether the data can lawfully be used for the proposed purpose, flagging questions for your privacy adviser.

04
Weeks 2 to 3

Scoring and Technical Spike

We score every use case on value, feasibility, data readiness and risk, compare build, buy and configure options, and run a time-boxed spike on the top candidate where a technical unknown would otherwise drive the price.

05
Weeks 3 to 4

Roadmap, Architecture and Proposal

We write up the opportunity register, data readiness report, risk register, target architecture and a 90-day roadmap, plus a fixed-price proposal for the first build with scope, timeline, acceptance criteria and expected running costs.

06
Final session

Readout and Decision

We present the findings to your decision makers, walk through the trade-offs and answer challenges. You leave with a clear recommendation, including where the right answer is an off-the-shelf tool or doing nothing yet.

Who is AI Readiness Assessment for?

Professional & Legal ServicesAccounting & AdvisoryFinancial Services & InsuranceConstruction & TradesLogistics & TransportHealthcare & Aged CareNot-for-ProfitsGovernment & Agencies

Is AI Readiness Assessment the right solution for you?

When AI Readiness Assessment is the right fit

  • You have several AI ideas and need evidence about which to fund first
  • Leadership wants a costed, defensible plan before approving an AI budget
  • You suspect data quality, access or sensitivity may limit what is possible
  • You operate under privacy, residency or sector obligations that will shape any design
  • You want a fixed price for the first build rather than an open-ended estimate

When it is not the right fit

  • You already have one well defined use case with known data; go straight to discovery for that build
  • You mainly want staff to use a licensed assistant; a Copilot or ChatGPT Enterprise rollout plan is the better fit
  • You need a legal opinion or compliance sign-off; that is work for your legal and privacy advisers
  • You are looking for a certification such as ISO/IEC 42001; that requires an accredited certification body
  • No one in the business can make time for interviews or provide data samples in the next month

How much does AI Readiness Assessment cost?

Indicative ranges in AUD to help you budget. Every engagement is scoped individually, book a discovery call for a fixed quote tailored to your requirements.

Focused assessment
$10k to $15k

Typical Australian market range for paid AI discovery, AUD ex GST. One or two use cases in one business unit, two to three weeks. Roughly 7 to 11 senior engineer-days at a $1,400/day planning rate.

Standard assessment
$15k to $25k

Typical range, AUD ex GST. Up to around eight use cases across several teams and systems, with a technical spike on the top candidate. Three to four weeks, roughly 11 to 18 engineer-days.

Multi-division assessment
Scoped individually

For larger organisations with several divisions, many systems or formal procurement. We propose a fixed fee after an initial call about scope.

AI Readiness Assessment: a quick glossary

AI Readiness
How prepared an organisation is to use AI for a specific purpose, judged on its data, systems, skills, governance and risk appetite for that use case, not in the abstract.
Paid Discovery
A short, fixed-fee phase before a build that investigates requirements, data and risks in enough depth to set a reliable fixed price and scope for the delivery that follows.
Opportunity Register
A list of candidate AI use cases, each scored on value, feasibility, data readiness and risk, with a recommendation to pursue, park or drop.
Data Readiness
Whether the data a use case needs exists, is accessible, is of adequate quality and volume, and can lawfully be used for the intended purpose.
Technical Spike
A short, time-boxed experiment built to answer one technical question, such as whether a model can reliably extract fields from a particular document type, before committing to a full build.

Common questions about AI Readiness Assessment

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