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Engineering Execution & Metrics

How We Measure Progress Beyond Story Points

Why estimates alone fail—and what actually shows whether a product is moving forward

11 min readBy Chirag Sanghvi
story pointsengineering metricsproduct executionstartup scalingdelivery predictability

Story points are widely used because they’re simple, familiar, and easy to report. But over time, many teams discover that hitting story point targets doesn’t always translate into confidence, predictability, or real progress. This perspective comes from working across long-term development engagements where delivery looked “on track” in tools, but underlying issues told a different story. Measuring progress requires looking beyond estimates.

Why story points exist in the first place

Story points were designed to help teams estimate relative effort.

They were never meant to represent business progress or product health.

Where story points start to break down

As products and teams grow, estimates drift from reality.

Across real projects, teams often hit point targets while delivery confidence declines.

Get Clearer Signals on Real Progress

If your team is hitting story points but progress still feels uncertain, let’s review what signals actually matter.

Review Progress Signals

Why completed points don’t equal completed outcomes

A story can be closed without reducing risk or uncertainty.

Progress only matters when it changes what the business can reliably do.

How over-focus on estimation creates fatigue

Teams spend more time defending estimates than improving delivery.

This pattern shows up frequently in longer-running engagements.

Predictability as a primary progress signal

Progress feels real when delivery becomes predictable.

Being able to plan with confidence often matters more than speed.

Measuring progress through risk reduction

Some of the most valuable work reduces future risk rather than shipping features.

In practice, this work often carries low story point visibility.

Progress shows up as clearer decisions

Teams making faster, calmer decisions are usually progressing.

Confusion and repeated debates signal stalled progress.

Stability as an indicator of forward movement

Fewer regressions and rollbacks indicate healthier progress.

Stability trends are often more telling than velocity charts.

Ownership health as a progress metric

Clear ownership reduces coordination overhead.

In many teams, progress accelerates once ownership stops being ambiguous.

Communication quality reflects real progress

When progress is real, communication becomes calmer and clearer.

Chaotic communication often masks stalled execution.

What we look at instead of story points

Progress is multi-dimensional, not a single number.

These signals consistently correlate with healthier delivery.

  • Delivery predictability over multiple cycles
  • Reduction in high-risk unknowns
  • Stability of releases and environments
  • Clarity of ownership and decisions
  • Alignment between shipped work and business goals

Where story points still have value

Story points can still help with short-term planning.

Problems arise when they’re treated as the primary success metric.

What founders usually notice when metrics improve

Founders often report reduced anxiety when progress becomes clearer.

This shift usually happens without increasing reporting overhead.

How teams can move beyond story-point obsession

The transition doesn’t require abandoning agile practices.

It requires reframing what progress actually means.

  • Use story points for planning, not judgment
  • Introduce outcome- and risk-based reporting
  • Track predictability over short-term speed
  • Discuss progress in terms of decisions and confidence
  • Review metrics regularly as teams mature

Final takeaway

Story points describe effort, not progress.

Teams that look beyond them gain clearer insight, calmer execution, and stronger long-term momentum.

Chirag Sanghvi

Chirag Sanghvi

I work with teams to replace shallow delivery metrics with progress signals that reflect real product health.

How We Measure Progress Beyond Story Points