Tech debt intelligence

Tech Debtonator

Tech Debtonator

AI to manage your tech debt.

AI to manage your tech debt.

A single place to inventory, score, and prioritize every system in your stack — so you know what to fix, what to keep, and where it hits the business.

The only trend tracker that knows your tech stack.

Zeitgeister delivers critical insights into the most relevant trending tech topics in your industry.
Zeitgeister delivers critical insights into the most relevant trending tech topics in your industry.

overview

overview

Turn your messy tech stack into clear priorities.

Instantly evaluate, rank, and act on tech debt across your entire organization with AI-powered scoring, reporting, and remediation guidance.

Zeitgeister delivers critical insights into the most relevant trending tech topics in your industry.

The only trend tracker that knows your tech stack.

Zeitgeister delivers critical insights into the most relevant trending tech topics in your industry.

Features

Features

Everything you need to see, score, and fix your tech debt.

Everything you need to see, score, and fix your tech debt.

Tech Debtonator builds a unified inventory of your stack, scores every component with proprietary AI, and turns the results into clear remediation decisions.

Tech Debtonator builds a unified inventory of your stack, scores every component with proprietary AI, and turns the results into clear remediation decisions.

AI-Powered Scoring
AI-Powered Scoring

Automatically score debt based on factors like age, criticality, complexity, and lifecycle, for you an objective tech debt index.

Our algorithms crawl every platform - reddit, LinkedIn, news sites, socials…so you don't miss anything.

Unified Tech Stack Inventory
Unified Tech Stack Inventory

Pull every system into a single, authoritative registry (so everyone can finally agree on what’s actually in your stack).

Upload your company data to see the top tech trends that actually matter to your business.

Upload your company data to see the top tech trends that actually matter to your business.

Intelligent Grouping
Intelligent Grouping

Organize components into custom groups to instantly see where debt clusters, what’s strategic, and where risk is concentrated.


Organize components into custom groups to instantly see where debt clusters, what’s strategic, and where risk is concentrated.

Remediation Decision Engine
Remediation Decision Engine

Use AI-backed recommendations to decide whether to accept, monitor, bundle, remediate - or even keep - individual components.

Use AI-backed recommendations to decide whether to accept, monitor, bundle, remediate, or keep individual components.

Executive-Ready Reports
Executive-Ready Reports

Generate clean, shareable reports that translate technical detail into risk, cost, and business impact leaders can understand.

Generate clean, shareable reports that translate technical detail into risk, cost, and business impact leaders can understand.

Portfolio-Level Prioritization
Portfolio-Level Prioritization

Rank tech debt across the entire portfolio so teams focus on the few changes that move risk, cost, and reliability the most.

Rank tech debt across the entire portfolio so teams focus on the few changes that move risk, cost, and reliability the most.

"I went from a scattered spreadsheet and no real system to a single, ordered view of my stack. Not only was setup easy — the process of staying on top of our tech debt has simplified tenfold."

"I went from a scattered spreadsheet and no real system to a single, ordered view of my stack. Not only was setup easy — the process of staying on top of our tech debt has simplified tenfold."

"I went from a scattered spreadsheet and no real system to a single, ordered view of my stack. Not only was setup easy — the process of staying on top of our tech debt has simplified tenfold."

SVP Technology, $550M HealthTech Company

How it works

From Chaos to Clarity in A Day.

Step 1

Inventory your stack.

Upload your tech debt spreadsheet or manually add components. Organize into product lines and get a unified registry of every system.

Components

Product Lines

Dashboard View

Step 2

AI automatically scores everything.

AI analyzes each component across age, criticality, complexity, lifecycle stage, and risk to generate an objective Tech Debt Score (0-100). You see every system ranked in one view.

Criticality

Complexity

Lifecycle Stage

Step 3

Map business impact.

Once you tag each component with its business impact, the system will generate a cross-dimensional analysis that shows which high-debt systems actually matter to the business.

Customer Retention

Quality Impact

Margin Implications

Step 4

Build your remediation plan.

Use the Decision Engine to classify each component. Get a defensible roadmap showing what to tackle now, what to defer, and why.

Cost Ranges

Effort Levels

Target Delivery Dates

Step 5

Generate stakeholder reports.

Just choose your audience (CFO, CEO, Board) Tech Debtonator auto-generates clean, downloadable reports that translate technical debt into risk, cost, and business impact.

CEO

CFO

Board

benefits

Built for your highest-
stakes tech debt decisions.

From M&A due diligence to modernization planning and ongoing governance, Tech Debtonator gives you objective scores, business impact, and a concrete remediation plan.

The only trend tracker that knows your tech stack.

Zeitgeister delivers critical insights into the most relevant trending tech topics in your industry.
Zeitgeister delivers critical insights into the most relevant trending tech topics in your industry.

Zeitgeister delivers critical insights into the most relevant trending tech topics in your industry.

M&A Due Diligence

Quickly inventory target stacks, surface hidden legacy systems, and quantify modernization liability.

Modernization Planning & ROI

Score every component and sequence work by risk, cost, and impact for a defensible roadmap.

Executive-Ready Reports

Get a live portfolio view, spot emerging hotspots, and standardize remediation decisions.

Metrics-Based

Turn tech debt into clear metrics that support investment, headcount, and roadmap decisions.

Pricing

Start free with a 21-day trial. Or get unlimited access for only $55/month, with regular feature updates and improvements.

Pricing

21-Day Trial

Free

Free

Inventory and score your tech stack.

Explore AI recommendations and remediation plans.

Generate executive-ready reports for your current snapshot

Unlimited Use

Access to updates

Access to updates

Start Free Trial

Tech Debtonator Unlimited

$55 per month

Unlimited components, workspaces, and scoring runs

Continuous portfolio monitoring and trend analysis

Full access to remediation decision engine and reporting

All feature updates and improvements included

Priority email support from experienced engineering leaders

Subscribe Now

21-Day Trial

Free

Inventory and score your tech stack.

Explore AI recommendations and remediation plans.

Generate executive-ready reports for your current snapshot

Unlimited Use

Access to updates

Start Free Trial

Tech Debtonator Unlimited

$55 per month

Unlimited components, workspaces, and scoring runs.

Continuous portfolio monitoring and trend analysis

Full access to remediation decision engine and reporting

All feature updates and improvements included

Priority email support from experienced engineering leaders

Subscribe Now

Built for your highest-
stakes tech debt decisions.

benefits

Modernization Planning & ROI

Score every component and sequence work by risk, cost, and impact for a defensible roadmap.

M&A Due Diligence

Quickly inventory target stacks, surface hidden legacy systems, and quantify modernization liability.

Executive-Ready Reports

Get a live portfolio view, spot emerging hotspots, and standardize remediation decisions.

Metrics-Based

Turn tech debt into clear metrics that support investment, headcount, and roadmap decisions.

From M&A due diligence to modernization planning and ongoing governance, Tech Debtonator gives you objective scores, business impact, and a concrete remediation plan.

Tech debt intelligence

Tech Debtonator

Tech Debtonator

AI to manage your tech debt.

AI to manage your tech debt.

A single place to inventory, score, and prioritize every system in your stack — so you know what to fix, what to keep, and where it hits the business.

© 2025, Vega, Inc. All rights reserved.

© 2025, Vega, Inc. All rights reserved.