Advanced assessment template and decision-support web app

SaaS Opportunity Scoring Lab

A friendly decision-support workspace that turns a rigorous B2B SaaS assessment model into guided inputs, visual analysis, and clear recommendations.

Context

What needed to improve.

The challenge

The client had a rough concept for evaluating B2B SaaS opportunities, but traditional consulting spreadsheets felt rigid, dense, and difficult for the team to adopt.

Constraint

The complex mathematical model needed an approachable interface

Constraint

Confidence and dimension weights had to remain explicit

Constraint

Recommendations needed deterministic, repeatable logic

The system

One clear path through the moving parts.

Before

Understand the working reality

The complex mathematical model needed an approachable interface

System

Build the operational model

Translated the framework into a guided soft-UI assessment flow

Result

Make the workflow usable

A rough business concept became a structured assessment system with organized inputs, automatic calculations, charts, and decision-ready visual outputs.

Implementation

What SheetFlow built.

Implementation decision

Translated the framework into a guided soft-UI assessment flow

Implementation decision

Built confidence weighting, assumptions, and deterministic status logic

Implementation decision

Created radar profiles, scatter plots, and an interactive sensitivity matrix

Key feature

Portfolio dashboard

Key feature

Assessment wizard

Key feature

Scorecard detail

Key feature

Bespoke SVG radar charts

Key feature

Sensitivity matrix

Key feature

Recommendation logic

Interface gallery

Original project views, kept readable.

Screenshots retain their natural aspect ratio. The source notes that interface records are reconstructed or synthetic for privacy.

Documented result

A rough business concept became a structured assessment system with organized inputs, automatic calculations, charts, and decision-ready visual outputs.

Google Sheets architecture

Scoring model

Confidence weighting

Bespoke SVG charts

Dynamic sensitivity matrices

Deterministic status logic

Client testimonial

A rough concept turned into a decision-ready scorecard

I had an excellent experience working with Muizz on developing a B2B SaaS opportunity assessment framework using Google Sheets. Despite starting with only a rough concept, he collaborated effectively to…

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