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Investment Allocation

Where does your engineering time actually go?

The board asks how much you spend on features vs. tech debt. Today you guess. CodePulse reads your GitHub data and gives you the real answer, automatically.

No credit card required. Connects to GitHub in under 5 minutes.

The board asks. You guess.

Engineering leaders need to justify investment with hard data. Without automated classification, you end up in spreadsheets and Slack threads.

33%

of engineering time goes to tech debt on average

McKinsey estimates 20-40% of engineering capacity is consumed by technical debt. Most leaders underestimate the real number.

40-50%

of dev time lost to unplanned work

Nearly half of development effort goes to reactive work like bugs, incidents, and firefighting instead of planned features.

75%

of tech leaders expect moderate-to-severe debt by 2026

Accelerated AI adoption and feature pressure are compounding the problem. Without measurement, it only gets worse.

See the full picture at a glance

Every pull request gets classified into investment categories so you can see the breakdown over time.

Engineering Investment - Q1 Allocation847Pull RequestsFeatures42%356 PRs - 12,450 LoCBugs23%195 PRs - 4,280 LoCTech Debt22%186 PRs - 8,910 LoCInfrastructure13%110 PRs - 3,120 LoCFeature investment up 8% vs last quarter

Real-time allocation breakdown, auto-classified from your GitHub pull requests

Stop guessing. Start proving.

Get the numbers your board, your CFO, and your team actually need.

Auto-Classification

PRs are categorized into Features, Bugs, Tech Debt, Infrastructure, and more using GitHub labels, Jira/Linear data, branch names, and AI fallback. No manual tagging.

Trend Over Time

Track how your investment mix shifts quarter over quarter. Spot when tech debt creeps past your target before the board asks.

Team and Repo Breakdown

Drill into allocation by repository or team. Understand which teams carry the maintenance burden and which ship new value.

Board-Ready Exports

Export allocation data as CSV or use the dashboard directly in presentations. Clean visuals that executives understand in seconds.

How it works

Three classification layers work together so you never have to tag PRs by hand.

Pull Request#847 fix: cache bug1. GitHub Labels"bug", "feature", "tech-debt"Highest priority2. Jira / LinearIssue type mappingSecond priority3. AI ClassificationTitle + branch analysisFallbackClassified As:Bug FixDashboardAllocationOverride any classification manually. Your labels always take precedence

Three-layer classification with manual override support

Up and running in 5 minutes

No config files. No manual tagging. Connect GitHub and get your allocation data immediately.

1

Connect GitHub

Install the CodePulse GitHub App. We read metadata only, no source code access. Your team keeps working exactly as they do today.

2

Auto-Classification Runs

Every PR is classified using labels, linked issues, branch names, and AI. Historical PRs are backfilled so you see trends from day one.

3

Share With the Board

Open the Investment Allocation dashboard. Export as CSV or share the live view. Answer "where does engineering time go?" with real data.

Team-level insights, not individual surveillance

Investment allocation is about understanding where your organization invests, not tracking who fixed the most bugs. CodePulse shows allocation by repository and team, not leaderboards of individual work types. Your engineers will not hate this tool.

No source code accessMetadata onlySOC 2 alignedTeam-level aggregation

Why CodePulse for investment tracking?

CodePulseEnterprise PlatformsSpreadsheets
Setup time5 minutesWeeks to monthsOngoing manual effort
ClassificationAuto (labels + AI)Manual config requiredFully manual
Data sourceGitHub nativeMultiple integrationsSelf-reported
PricingFree tier included$30-50k+/yearFree (but costly in time)
Time to valueSame day4-8 weeksNever accurate
Anti-surveillanceTeam-level onlyIndividual trackingDepends on builder

Know where every engineering hour goes

Connect GitHub, get your allocation breakdown, and walk into the next board meeting with real numbers.

Free tier included. No credit card. Setup takes under 5 minutes.