AI Engineering Effort Intelligence · Built for Engineering Teams

Turn Engineering Activity
Into Engineering Intelligence

TickPax uses AI to analyze commits, pull requests, work items, and delivery signals — recovering engineering effort, explaining where time goes, and creating trusted effort insights your organization can act on.

One-click install · Human-controlled AI · Free up to 5 users

1,250h Engineering effort recovered
$125,000 Estimated recovered value
87% AI proposal acceptance
TickPax · Engineering Effort Intelligence
TickPax Recovered Engineering insights inside your engineering platform — cumulative recovered hours over time, with recovered hours, estimated value, and AI acceptance rate

Built for the teams that ship software

DevOps Platforms
Software Consultancies
Enterprise Engineering

Engineering teams generate massive amounts of delivery data —
but organizations still cannot see the full effort behind it.

Every day, teams create commits, pull requests, reviews, work item updates, and development activity. The signal is everywhere. The understanding is not.

Hidden effort disappears

Important engineering work is completed but never captured — commits without work item links, fixes between sprints, and review effort that no timesheet ever records.

Reporting depends on memory

Developers reconstruct their week manually, days after the work was done. The result is incomplete, inconsistent, and impossible to verify against what actually happened.

Managers lack confidence

Leadership sees activity dashboards, but not the true engineering effort behind them — making capacity, billing, and investment decisions on incomplete data.

Commits
+
Pull Requests
+
Work Items
+
Code Reviews
=
Engineering Intelligence

From engineering activity to measurable effort

TickPax never silently posts unverified time. AI proposes, teams validate, and the organization learns — turning raw delivery telemetry into intelligence everyone can trust.

01

Engineering Signals

Commits, pull requests, reviews, and work item changes are captured directly from your organization.

02

AI Analysis Engine

Signals are correlated and clustered, effort is estimated per work item, and each proposal receives a confidence score.

03

Effort Intelligence

Activity becomes explainable effort: what work happened, how much it represented, and where capacity was invested.

04

Human Review

Engineers accept, adjust, or reject every proposal with full reasoning. Nothing is recorded without approval.

05

Trusted Records

Approved entries become audit-ready records, each traceable to the engineering activity that generated it.

AI proposes. · Teams validate. · Organizations learn.

Engineering intelligence, built for how teams actually work

AI Engineering Effort Recovery

Recover engineering work that disappears in traditional reporting

TickPax reads real delivery activity inside your engineering platform and generates AI effort proposals based on what was actually done — not estimates or memory. Review daily, weekly, or on a calendar.

  • AI-generated daily and weekly effort proposals
  • Calendar-based review and confirmation
  • Work item association and context
  • Deduplicated against existing manual logs
TickPax AI Recommendations — a daily recovered time entry of 1.5 hours for a feature work item, with 85% AI confidence and a Confirm & Log action
Recovered Engineering ROI

Measure the business value of recovered effort

The Recovered Engineering report charts cumulative AI-recovered hours over any range and converts them into measurable business impact — total hours, estimated value, and AI acceptance rate.

  • Cumulative recovered-hours trend by day, week, or month
  • Estimated value at your organization's hourly rate
  • AI acceptance rate across actioned proposals
Recovered Engineering · Jan 2026 – Jun 2026
Recovered Hours 1,250h
Estimated Value $125,000
AI Acceptance Rate 87%

TickPax converts engineering activity into measurable business impact.

Untracked Work Recovery

Find engineering work that was never properly captured

Commits that arrive with no linked work item are recovered as orphan proposals instead of being dropped. Attribute them, and TickPax writes the work back into your engineering platform for you.

  • Discover commits without work item linkage
  • Create or link work items from recovered activity
  • Attach source commits and post completed work back
TickPax untracked work recovery — a 1.5 hour recommended entry flagged as untracked with no linked work item, prompting the user to create or link a work item, recovered from refs/pull/10/merge at 95% AI confidence
Explainable AI

AI suggestions you can understand and trust

Every recommendation is traceable. Engineers and auditors see the exact signals, the reasoning, the confidence, and a proposed-versus-actual comparison. No black-box automation.

  • Supporting activity and digital-footprint evidence
  • Per-proposal confidence and heuristic method
  • Proposed versus actual effort comparison
  • Full activity audit trail per record
TickPax Digital Footprint Timeline — code review PR interactions and AI-adjusted offline deep-focus work detected from activity gaps Development activity evidence — feature and billing work items with the source code activity the AI used to estimate effort
Workflow Native

Built inside the engineering workflow

TickPax installs in one click and runs inside your project hubs, work item forms, boards, and repositories. No separate platform. No workflow disruption.

  • Project hubs: Time Recovery, Calendar, Insights
  • Work item tab for in-context logging
  • Boards and repository activity as signal sources
  • Organization-scoped controls and permissions
TickPax tab inside a work item — User Story 249 showing 1.5h logged hours, a billable testing time log, and a 1.5h AI-proposed entry alongside the native Details and history tabs

One platform. Built for the whole engineering organization.

For Engineers

Spend less time reporting work.

TickPax reads your actual delivery activity and proposes your effort. You review, adjust, and approve — in minutes, not hours — with less administrative overhead.

  • No manual reconstruction of your week
  • Work recovered from your real activity
  • Review before anything is approved
  • Full control over your own records
For Engineering Leaders

Understand where engineering effort creates value.

TickPax gives delivery and operations leaders accurate, consistent effort intelligence — linked directly to your work items and delivery outcomes.

  • Delivery visibility across teams and projects
  • Billable vs non-billable analysis
  • Effort trends and ROI reporting
  • Audit readiness with full traceability

The more your teams use TickPax,
the smarter your effort intelligence becomes.

TickPax is not a static model. It learns from every accepted proposal, every rejection, every adjustment, and your team's engineering patterns — building organization-specific intelligence that gets more accurate over time.

Software development is changing. Engineers now review AI-generated code, validate solutions, and manage increasingly complex workflows. TickPax provides the intelligence layer to understand modern engineering effort — not just hours, but the nature and value of the work.

Accepted proposals
Rejected proposals
Manual adjustments
Engineering patterns
Organization-specific effort intelligence

A new category — not another timesheet

Traditional time tracking depends on memory and produces numbers nobody trusts. TickPax produces evidence-backed engineering intelligence.

Traditional Timesheets
  • Memory-based reconstruction
  • Late, after-the-fact reporting
  • No supporting evidence
  • Low, unverifiable accuracy
  • Disconnected from the work system
TickPax
  • Workflow-native
  • AI-assisted, generated from real activity
  • Evidence-backed and fully traceable
  • Human-controlled review and approval
  • Focused on measurable business value

Built for organizations where engineering effort matters

Delivery & DevOps Partners

Add an intelligence layer after platform adoption and improve customer delivery visibility across engagements.

  • Post-adoption intelligence
  • Customer delivery visibility
  • Native ecosystem alignment

Enterprise Engineering Orgs

Understand engineering investment, improve planning and reporting, and create consistent, audit-ready records across teams.

  • Engineering investment insight
  • Cross-team consistency
  • Audit-ready records

Trusted by CTOs, Engineering Directors, Delivery Managers, Engineering Operations Leaders, and PMO Leaders.

Pricing that scales with your engineering teams

Start free. Expand as adoption grows. No hidden fees.

Free
$0 forever

For small teams evaluating TickPax.

  • Up to 5 users
  • AI effort proposals
  • Time Recovery & Calendar
  • Work item integration
  • Insights & ROI reporting
  • Untracked work recovery
  • Export & audit reports
Get Started Free
Basic
$8 /user/month

For growing engineering teams.

  • Unlimited users
  • AI effort proposals
  • Untracked work recovery
  • Recovered Engineering ROI
  • Manager insights
  • Billable / non-billable analysis
  • Unlimited time logs
Start Free Trial
Enterprise
Custom

For large organizations and consulting firms.

  • Everything in Pro
  • Volume licensing
  • Dedicated onboarding
  • Multi-org management
  • Audit & compliance pack
  • Executive reporting
  • SLA support
Contact Sales

All paid plans include a 14-day free trial. No credit card required to start.

Intelligence you can stand behind in an audit

TickPax is built around human control, transparent AI, and organizational data boundaries.

Security-Reviewed Extension

Distributed through a trusted extension marketplace, subject to a rigorous extension security review process.

Secure Organization-Based Access

TickPax operates within your existing organization permissions. No external data exports required.

User-Controlled AI Approval

Every AI proposal must be reviewed and approved by the engineer before any record is created. No silent auto-posting.

Audit-Ready Reporting

Every approved record links back to the engineering activity that generated it — with proposal confidence, reasoning, and evidence.

Transparent AI Reasoning

Engineers and auditors see exactly what signals drove each proposal — commits, PRs, work items — with confidence and full explanation.

Role-Based Governance

Contributors own their submissions, managers gain visibility, and admins control organization-wide settings and seats.

One-Click Install

Install in one click — no setup, no servers

TickPax is a verified, security-reviewed extension. Add it to your organization in under two minutes — no infrastructure changes, no separate deployment.

1 Search for TickPax in your extension catalog
2 Install it into your organization
3 Configure team and project access
4 Start recovering engineering intelligence
Install TickPax

Join the TickPax Early Access Program

We are onboarding selected engineering teams to help shape the future of AI engineering effort intelligence. Early access members get priority support, direct input into the roadmap, and special launch pricing.

Priority onboarding assistance
Direct product feedback channel
Early access pricing locked in at launch
Consultancy pilot program available

We will respond within 2 business days. No spam — ever.

Stop guessing where engineering effort goes.

Transform engineering activity into trusted intelligence — with AI that recovers effort, explains itself, and keeps humans in control.

One-click install · Human-controlled AI · Free up to 5 users