APICO · Project experience
Connecting customer insight with sales decisions
Customer-analysis prototypes and market-mapping work for a plastics manufacturing context, bringing commercial information into a more usable decision workflow.
- Sector
- Plastics manufacturing
- Project stage
- Prototype development and integration planning
The business challenge
Commercial teams need to connect customer history, product demand, geographic coverage, and sales priorities. A useful intelligence tool must help people examine those relationships while keeping assumptions and source data clear.
The work developed
Workstream 1
Customer-analysis workspace
Development brought customer comparison, sales trends, product analysis, and geographic views into a shared application structure. The aim was to make customer-level questions easier to investigate without relying on disconnected reports.
Workstream 2
Data preparation and market mapping
The prototype supported spreadsheet imports alongside a separate demonstration dataset. Market-mapping and opportunity-tracking work connected analysis with the next commercial action, while keeping sample data distinct from operational records.
Workstream 3
AI-assisted analysis
Exploratory modules covered narrative insights, forecasting, scenario planning, and report preparation. These were development capabilities to evaluate against real business questions, not evidence of independently measured improvements in revenue or productivity.
Integration and rollout
The work reached prototype development and integration planning. Full AI integration remained incomplete. Operational rollout requires approved data connections, suitable AI tooling, access controls, validation, and clear ownership of the resulting workflows. A functioning demonstration is a step toward that rollout; it does not establish a completed enterprise deployment.
Lessons for the next implementation
- Separate demonstration data from operational inputs so users can tell what an insight is based on.
- Connect analysis with a practical sales decision, rather than adding AI features without a defined workflow.
- Plan data access, tooling, validation, and ownership alongside the application interface.
This portfolio summary reflects work led by Tactics’ founder. It describes project scope and development status and does not imply an organizational endorsement.