Meet Alex Rivera
Alex Rivera, a Program Manager at a large government organization, had a tough job. Every day, he sifted through piles of proposals and matched them with the right evaluators. But the process was far from smooth. The outdated system Alex relied on was slow and error-prone, and the so-called AI tool designed to help him often created more work than it solved.

Overwhelmed by the Legacy System

The Challenges
- UI/UX Frustrations: The old system’s clunky, unintuitive interface made even simple tasks feel like a chore.
- Fragmented Processes: Switching between disconnected tools slowed everything down, wasting valuable time.
- Inaccurate AI Tool: The so-called AI system frequently mismatched evaluators with proposals, leaving Alex to manually correct errors.
- Team Tensions: Mismatched assignments caused friction among evaluators, putting Alex in the difficult position.
What if There is a Smarter Way?
The Turning Point
When Click Chain was onboarded, we focused on making Alex’s life easier. Rather than overwhelming him with a disruptive rewrite, we chose to ease the transition by strangulating change and delivering value step by step. This incremental approach modernized the system and reduced Alex’s frustrations.
Reviews that once took hours were completed in minutes, and Alex appreciated the seamless experience. Impressed by the results, the organization entrusted us to develop an AI solution to automate proposal and evaluator matching, driving greater efficiency.

Alex’s New Workflow
From Hours to Minutes
The Solution
Click Chain didn’t just replace Alex’s legacy system—they transformed it.
- Intuitive Design: The updated interface was simple to use, saving Alex time and reducing frustration.
- Smarter Matching: The new AI system analyzed proposals and evaluator profiles, recommending the best matches with clear scores and explanations.
- Flexible Options: Alex could explore alternative suggestions with confidence, thanks to transparent recommendations.
Transforming Outcomes

The Impact
- 80% Time Savings: Hours of administrative work were reduced to minutes.
- Enhanced Accuracy:Improved evaluator-proposal alignment through data-driven matching.
- Increased Trust: Transparent AI recommendations brought clarity and credibility to his decisions.
A Story of Possibility
Alex’s success story is just the beginning. This AI solution is adaptable to other industries and challenges, empowering decision-makers to unlock new possibilities.
Let’s work together to create and transform products that make life simple and better.

Step into Alex’s Shoes
For interactive experience through POC click here.
Experience the AI system firsthand by selecting a mock proposal, viewing evaluator recommendations, and exploring alternative options. Engage with the technology and witness its impact.