Advisory and Methodology
Reciprocal's Advisory Services help you design and execute governance-first strategies that unlock the full value of your data estate.
Strategic Advisory for Trustworthy Data at Scale
AI is only as good as the data it’s built on. You have an AI roadmap; however, you may be underestimating what it takes to get your data ready for it.
According to Gartner, 60% of AI projects will be abandoned by 2026 due to poor governance and inaccessible data. The problem isn’t a lack of data. It’s a lack of trust.
Reciprocal’s Advisory Services help you design and execute governance-first strategies that unlock the full value of your data estate.
We don’t just advise. We operationalise trust.
Our Advisory Framework: The 4 Vs of Data Readiness
1. Volume: Scale with Confidence
Your data estate is growing exponentially. We help you manage that growth with automation, clarity, and defensibility, eliminating ROT, establishing chain of custody, and building governance-aligned retention strategies that prepare you for AI activation.
2. Variety: Govern Your Complexity
You’re managing everything from structured databases to unstructured content, cloud platforms to legacy systems. We help you govern across the full spectrum, through metadata enrichment, consent mapping, and policy simulation that brings consistency to your complexity.
3. Velocity: Move Fast Without Breaking Trust
You need speed, but not at the expense of governance. We build data pipelines that are agile, governed, and AI-ready, with orchestrated flows, sandboxed testing, real-time enforcement, and live visibility.
4. Veracity: Make Every Byte Count
According to NTT Data 70–85% of GenAI deployments fail to meet ROI targets due to poor data hygiene and governance.
We help you measure, improve, and maintain data integrity with readiness scoring, shadow IT detection, human-in-the-loop enrichment, and explainability frameworks that build confidence at every layer.