Features

Everything in the pipeline,
broken down

SharpRoot handles the full path from raw research to shipped tickets. Here’s every capability, organized by what it does for you.

Input

Any source. Zero prep.

SharpRoot doesn’t require you to export, reformat, or tag anything before uploading. Drop in what you have.

PDF, DOCX, TXT files

Interview transcripts, survey exports, support ticket dumps — any text format works.

Audio and video files

MP3, MP4, WAV. Auto-transcribed with speaker labels in under 2 minutes. Zoom recordings supported natively.

Direct integrations

Connect Jira, Intercom, Zendesk, Slack, HubSpot, Freshdesk, or Gong. SharpRoot pulls data directly — no CSV needed.

Zoom and Google Meet recordings

Connect your meeting calendar and SharpRoot imports recordings automatically after each call.

Analysis

Themes anchored to evidence, not inference.

Every theme SharpRoot surfaces is built from the bottom up — from quotes to patterns, not from a hypothesis to supporting evidence.

Evidence-extracted themes

Themes are formed by clustering verbatim quotes. If the quote doesn’t exist in the source, the theme doesn’t appear.

Quote frequency and weight

Each theme shows how many customers mentioned it, with exact quote counts by source type.

Customer segmentation

Filter themes by company size, role, plan tier, or any attribute attached to the source.

Cross-project pattern detection

Available on Team and above. Themes that appear across multiple projects surface automatically.

Generation

PRDs that defend themselves.

Every section of a SharpRoot PRD contains inline citations. Click any claim and land on the exact source sentence.

7-section PRD structure

Problem Statement, Goals, User Stories, Requirements, Success Metrics, Edge Cases, and Open Questions. Fully editable after generation.

Inline citations per paragraph

Citations appear as badge links in the text. The reader can click through to the exact source at any time.

Evidence confidence scoring

Each section shows an evidence coverage score — the proportion of claims that are directly backed by source quotes.

Ask Your Research

Query every source in your project at once. Type a question, get an answer with citations. Works across interviews, tickets, and recordings.

Output

Tickets your engineers can act on immediately.

SharpRoot generates tickets with all the context an engineer needs — no back-and-forth required.

One-click Jira & Linear export

User stories, acceptance criteria, story points, and priority labels generated from your PRD and pushed directly.

Acceptance criteria from evidence

Criteria are derived from the actual customer requirements in your research, not invented.

Story point estimation

Based on scope inference from the PRD content. Adjustable before export.

Shared evidence report

A read-only link to your evidence graph that you can share with stakeholders, engineers, or leadership without giving them app access.

See all of this on your own research

Upload your first batch in 5 minutes. No templates, no setup checklist.