How it works

From feature to ticket.
Automatically.

Spongeware connects to where your features already live, runs them through an adversarial AI pipeline, and pushes ranked decisions to your ticketing system — with or without you in the loop.

Slack
Google Meet
AI assistant
Jira
Linear
GitHub
1

Connect your company — once

One-time setup

Paste your company URL. Spongeware crawls your site — product pages, pricing, about copy — and uses an LLM to extract your audience, business model, competitive position, and growth stage. This profile is stored and reused for every evaluation. You never repeat this step.

2

Features flow in from anywhere

Slack · Discord · Meet · Manual

Features don't live in one place — and Spongeware doesn't ask you to change that. Connect your Slack bot, Discord server, or Google Meet notes. Or enter features manually. Every source feeds the same evaluation queue, so nothing gets lost between tools.

3

AI evaluates and ranks every feature

Multi-agent · adversarial · ROI ranked

Each feature runs through a multi-agent evaluation, grounded in your company profile and argued from both sides. Every feature gets a build now, defer, or reframe verdict with a confidence-adjusted ROI score. Your backlog comes out ranked, not shuffled.

4

Push clean tickets to your stack

Jira · Linear · GitHub · Hands-free

Verdicts become actionable tickets — with context, reasoning, and conditions already written. Build now verdicts go to Jira, Linear, or GitHub Issues. You choose: review before export, or run fully hands-free and let Spongeware push automatically. Your backlog stays clean without the meeting.

Every feature, judged

Three verdicts. No maybe.

Every feature comes out the other side with one of three calls — never a shrug.

BUILD NOW

Build it

Strong case, low risk. Pushed straight to Jira, Linear, or GitHub as a scoped ticket.

DEFER

Not yet

Real potential, wrong timing. Held in Spongeware until the conditions blocking it change.

REFRAME

Rethink it

The feature as pitched doesn't hold up — but the problem underneath might. Comes back with what to fix.

Your call

Pick your workflow

Spongeware works the way your team works. Keep a human in the loop or let it run on autopilot.

Human in the loop

Verdicts land in your review queue. Your PM signs off before anything hits Jira. Good for teams that want AI leverage without losing final say over the backlog.

  • Review ranked verdicts before export
  • Override or adjust scores
  • Add context before ticket is created

Fully hands-free

Features come in, verdicts go out, tickets get created — without anyone touching it. Best for teams with high feature volume who trust the pipeline and want zero backlog debt.

  • Auto-export Build now verdicts as tickets
  • Defer and Reframe items held in Spongeware
  • Zero backlog debt, no PM bottleneck

Ready to run your first evaluation?

Free to start. No credit card. Just your company URL and one feature.

Get started free