Before You Invest in AI, Know Where You Stand
Most organisations rush into artificial intelligence without understanding their own operational baseline. The result: wasted budgets, misaligned tools, and frustrated teams. Integrity AI Works takes a different approach — we begin every engagement with a structured diagnostic, so your AI investment targets the right problems from day one.
Tick each box that applies to your organisation. Your score appears below.
Quick AI Readiness Check
AI Readiness Matrix
This matrix reflects the six dimensions we evaluate during every initial diagnostic. Each dimension receives a status based on your current organisational posture. We use this to build a prioritised action plan before writing a single line of code.
| Dimension | What We Assess | Typical Status |
|---|---|---|
| Data Infrastructure | Quality, accessibility, and governance of existing data assets. We examine storage formats, pipeline maturity, and whether data is siloed or unified. | Partial |
| Process Clarity | How well current workflows are documented and whether bottlenecks are quantified. Undocumented processes cannot be automated reliably. | Weak |
| Team Capability | Technical literacy across relevant teams. We assess not just developers, but operations staff who will interact with AI outputs daily. | Partial |
| Compliance Posture | Regulatory constraints, data protection obligations, and algorithmic accountability requirements specific to your sector. | Strong |
| Budget Alignment | Whether investment expectations match realistic development timelines. We flag mismatches early to prevent scope creep. | Partial |
| Outcome Definition | Clarity of success metrics. If you cannot define what "working AI" looks like for your organisation, the project is at risk from the start. | Weak |
Intelligent Automation
- Document classification & extraction
- Workflow orchestration with decision logic
- Anomaly detection for operational data
- Predictive maintenance scheduling
Data Engineering
- Pipeline architecture & ETL design
- Data lake structuring
- Real-time ingestion frameworks
Custom AI Models
- Natural language processing for domain-specific text
- Computer vision for quality inspection
- Recommendation engines
- Forecasting models for demand & capacity
Integration & Support
- API-first deployment architecture
- Legacy system bridging
- Post-launch monitoring & retraining
"Integrity AI Works didn't just build us a model — they rebuilt how we think about our own data. The diagnostic phase alone saved us from a six-figure mistake." — Operations Director, Midlands logistics firm (2024 engagement)
Case: Compliance Document Triage
A financial services client was spending 26 staff-hours per week manually sorting regulatory correspondence. After a three-week diagnostic and six-week build, we deployed a classification model that reduced triage time by 71%, freeing compliance officers to focus on substantive review rather than sorting.
Engagement duration: 9 weeks · Model accuracy at launch: 94.2%
Choose Your Starting Point
Every organisation enters the AI conversation from a different position. Select the pathway that best describes where you are now.
Exploration
You suspect AI could help but haven't identified specific use cases. We run a structured discovery workshop and deliver a prioritised opportunity report within two weeks.
Request DiscoveryValidation
You have a use case in mind but need to confirm feasibility before committing budget. We build a proof-of-concept with real data and honest performance benchmarks.
Start ValidationDeployment
You have a validated model or prototype that needs production-grade engineering, integration, monitoring, and ongoing support. We take it from lab to live.
Plan DeploymentHow We Work: Diagnostic-First Methodology
Intake Conversation
A 45-minute call to understand your organisation, existing technology, team structure, and what prompted you to explore AI. No sales pitch — just questions.
Diagnostic Assessment
We examine your data, processes, compliance constraints, and team readiness across six dimensions. This typically takes five to seven working days and results in a written readiness report.
Opportunity Mapping
Based on the diagnostic, we identify and rank AI opportunities by impact, feasibility, and risk. You receive a clear recommendation — sometimes that recommendation is to wait.
Scoped Build
If a project proceeds, we define scope tightly: fixed deliverables, measurable success criteria, and a timeline with fortnightly checkpoints. No open-ended retainers.
Monitored Handover
Post-deployment, we monitor model performance for 30 days and train your team on maintenance. You own the code, the model, and the data pipeline entirely.
Are We the Right Fit?
We work best with organisations that meet most of these criteria. If you're unsure, the diagnostic will clarify.
- Your organisation has at least 15 employees or handles data at a scale that justifies automation.
- You can allocate a named internal contact to collaborate with our team during the engagement.
- You have existing data — even imperfect data — that relates to the problem you want to solve.
- Your leadership understands that AI is a tool, not magic, and expects measurable outcomes rather than vague transformation.
- You are prepared to invest in the diagnostic phase before committing to a full build.
Your Readiness Estimate
Based on the interactive checklist above, your estimated AI readiness score:
Complete the checklist at the top of the page to see your score.
A Note on Our Principles
We named the company Integrity AI Works because we believe the AI industry has a credibility problem. Too many vendors sell capabilities they cannot deliver, use opaque pricing, and leave clients dependent on proprietary systems they don't understand.
Our commitments: transparent pricing before work begins, full code ownership for clients, honest feasibility assessments even when the honest answer is "not yet," and no lock-in contracts. If we can't help, we'll say so.
Legal Information
Effective: 1 January 2026
Integrity AI Works ("we," "our") collects personal data only as necessary to respond to enquiries and deliver contracted services. Data collected through our enquiry form — including name, email address, organisation, and message content — is stored securely and retained for no longer than 24 months after last contact unless an active service agreement exists.
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You have the right to request access to, correction of, or deletion of your personal data at any time by contacting [email protected]. We will respond within 30 days.
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Last revised: 1 January 2026
By accessing integrityaiworks.sbs, you agree to these terms. This website is provided for informational purposes. Content on this site does not constitute a binding offer or guarantee of service availability.
All intellectual property on this site — including text, design elements, and diagnostic frameworks — belongs to Integrity AI Works unless otherwise stated. You may not reproduce, distribute, or create derivative works from this content without written permission.
Service engagements are governed by separate written agreements. Any estimates, timelines, or capability descriptions on this site are illustrative and subject to formal scoping during the diagnostic phase.
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The information provided on this website is for general informational purposes only. While we strive for accuracy, Integrity AI Works makes no warranties or representations regarding the completeness, reliability, or suitability of any information presented.
AI readiness scores, diagnostic checklists, and capability descriptions are educational tools and do not constitute professional advice. Specific project outcomes depend on factors unique to each organisation and cannot be guaranteed based on general website content.
Case study results described on this site reflect specific past engagements and should not be interpreted as typical or guaranteed outcomes for future clients. Past performance does not predict future results.
Integrity AI Works is not liable for any loss or damage arising from reliance on information provided on this website. For specific advice, please contact us directly.