Your team already solved it.
Now you can find it.
FrictionFree indexes internal solutions from every tool your team uses and surfaces answers instantly with AI-powered retrieval. Stop re-solving problems. Start shipping.
Powered by your tools
All your knowledge, one place
Every answer, instantly.
Integrations
Every tool indexed. Every solution searchable.
FrictionFree connects to the platforms your team already uses and turns scattered internal knowledge into instant, AI-powered answers.
Slack
Index answers buried in threads, channels, and DMs so solutions are never lost in the noise.
Linear
Pull resolutions from closed issues and comments to surface how past blockers were solved.
Jira
Extract fix details from resolved tickets, epics, and cross-team dependencies automatically.
GitHub
Index PR descriptions, code reviews, and commit messages for implementation-level solutions.
Notion
Ingest wikis, runbooks, and internal documentation into a single searchable knowledge layer.
Confluence
Surface technical specs, postmortems, and decision docs that already hold the answers.
Asana
Capture task resolutions and project learnings so institutional knowledge compounds.
And More
Custom integrations via our open API. Index any internal knowledge source your team relies on.
How It Works
From scattered to searchable
Four steps to turn scattered knowledge into instant answers.
Connect Your Tools
OAuth-based setup in seconds. Link Slack, Linear, Jira, GitHub, Confluence, and 20+ other platforms your team already relies on.
Connected Integrations
Index Everything
FrictionFree ingests solutions from resolved tickets, Slack threads, docs, PRs, and postmortems — building a unified knowledge graph of how your team solves problems.
Indexing Progress
AI-Powered Retrieval
When someone hits a blocker, FrictionFree uses RAG to search your team’s entire history and surface the most relevant past solutions — no more digging through old threads.
Resolve Instantly
Engineers get answers in seconds instead of hours. Common blockers vanish, onboarding accelerates, and your team’s collective knowledge compounds over time.
Increase token expiry in config/auth.js:42. See PR #421 for full context.
Why FrictionFree
Not just another AI tool
Generic AI doesn't know your codebase. Wiki tools require constant curation. FrictionFree does both — automatically.
| ChatGPTGeneric AI | Guru / TettraWiki tools | Confluence SearchInternal docs | FrictionFreeUs | |
|---|---|---|---|---|
| Knows your internal context | ||||
| Zero manual curation required | ||||
| Cross-tool search (Slack + GitHub + Jira) | ||||
| AI-powered retrieval (not keyword search) | ||||
| Indexes dev tools automatically |
Based on publicly available feature comparisons as of early 2026.
Our Values
Your team's knowledge deserves better than a search bar.
These are the principles behind how we build FrictionFree — and why teams trust us with their internal knowledge.
Speed
Answers in seconds, not hours. Every blocker resolved faster compounds into weeks of engineering time saved.
Trust
Enterprise-grade security. Your internal knowledge stays private — encrypted, access-controlled, and never used to train external models.
Collective Knowledge
Every solution anyone on your team has ever found becomes searchable for everyone. Institutional knowledge that grows, not decays.
AI That Understands Context
RAG retrieval that understands your codebase, your tools, and your team's language — not generic answers from the internet.
Developer Joy
No more "has anyone seen this before?" in Slack. No more archaeology through old Jira tickets. Just answers.
Current Status
Where we are, where we're going
Pre-product, post-discovery. We've validated the problem exists — now we're building the solution.
What We've Validated
- 20+ customer discovery interviews with engineers across startups and larger organizations confirmed the problem is widespread.
- Engineers self-report spending 2+ hours per week re-solving problems their team already solved.
- Slack + GitHub identified as the highest-value integration pair — the tools where answers most often get buried.
- Proof-of-concept RAG pipeline built and tested on a real Slack workspace export, returning relevant results.
What's Next
- Closed beta — Onboard 3 pilot engineering teams and gather live usage data.
- Core integrations — Ship live Slack + GitHub ingestion pipeline for the MVP.
- Validation metrics — Track time-to-answer and repeat-question rate to prove the core value prop.
- Growth — Recruit 10 paying beta users and begin early fundraising conversations.
The Team
Built by engineers, for engineers
Ben Rainey
Business & Strategy
Drives go-to-market strategy and business development. CS and Business background from Lehigh with prior startup experience in frontend development and project management.
Nick Dubois
Business & Analytics
Leads growth strategy and data-driven decision making. Experienced in data analytics with Python and full-stack development, ensuring product decisions are backed by real user insights.
Andrew Van Ostrand
Technical Development
Architects the core platform and integration infrastructure. Full-stack engineer currently working on blockchain decentralized identity at Oracle, with prior experience at Vomar Products and compiler research at Lehigh.
Ryan Siegrist
Technical Development
Leads product development and third-party integrations. Startup experience at RevGen Labs and enterprise exposure at Cencora, focused on shipping quality features fast.
Pricing
Simple, transparent pricing
Start free. Scale as you grow. No surprises.
Starter
For small teams exploring AI retrieval.
- Up to 5 team members
- 3 tool integrations
- 100 AI queries/month
- 7-day knowledge retention
- Community support
Pro
Full knowledge base with unlimited retrieval.
- Unlimited team members
- Unlimited integrations
- Unlimited AI queries
- Full history indexing
- Custom knowledge scoping
- Usage analytics
- Priority support
Enterprise
Private deployment and advanced controls.
- Everything in Pro
- SSO & SAML
- Self-hosted RAG pipeline
- Custom model fine-tuning
- Dedicated account manager
- SLA guarantees
- On-premise option