Problem Statement
Traditional market entry consultancy is expensive, slow, and inaccessible at scale. Companies assessing UAE market readiness needed a structured, consistent process that could deliver actionable intelligence quickly, and hand off to expert consultants only at the right moment, with full context from the AI-driven assessment.
Proposed Solution & Architecture
- AI-driven readiness scoring engine: weighted scoring logic, risk signal detection, and maturity classification based on structured user inputs
- Two-stage report generation: Executive Snapshot (immediate on completion) + Full Diagnostic (for expert advisory sessions)
- Governed handover workflow: AI diagnostic triggers structured expert consultation booking with full assessment context passed through
- Self-service user journey: users complete assessments and receive immediate, intelligible outputs without assisted navigation
- Non-binding AI outputs: results are advisory and decision-supportive, not automated determinations
- GDPR-compliant architecture: confidentiality, transparency, and user trust enforced throughout
AWS Services & Technologies
Amazon BedrockAWS LambdaAmazon DynamoDBAmazon S3Amazon API GatewayAmazon CognitoAmazon SESAWS IAMAmazon CloudWatch
What We Delivered
- Designed and built the backend assessment and decision-gateway platform: questionnaire orchestration, data validation, AI processing triggers, and workflow state management.
- Implemented AI readiness scoring layer on Amazon Bedrock, normalising inputs, applying weighted scoring, detecting risk signals, and classifying readiness maturity levels.
- Built two-stage report generation: Executive Snapshot auto-delivered on completion; Full Diagnostic generated for expert advisory sessions.
- Designed the governed handover workflow: AI-generated diagnostics trigger structured expert consultation scheduling with full assessment context.
- Built self-service user journey: users onboard, complete assessments, and receive immediate outputs without requiring support.
- Deployed GDPR-compliant infrastructure with encrypted data handling, role-based access, and full audit trail.
Outcomes & Success Metrics
- Full assessment workflow operational, from user onboarding through AI scoring, report generation, and expert handover, without manual process breaks.
- AI-driven readiness scoring producing outcomes consistently aligned with expert-reviewed benchmarks.
- Executive Snapshot delivered automatically on assessment completion, users receive immediate, actionable intelligence.
- Full Diagnostic report generated and passed to expert consultants with full assessment context.
- Platform operating reliably under expected usage: consistent response times and stable user journeys throughout.