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Comparisons

Koji vs. Outset — Two AI Interview Platforms, Different Philosophies

Both Koji and Outset conduct AI-moderated interviews. But Koji is built for speed, accessibility, and end-to-end automation — while Outset targets enterprise research teams with human-AI hybrid workflows. Compare features, approach, and fit.

The Short Answer

Koji and Outset are both AI-powered interview platforms, but they take different approaches. Outset positions itself as an enterprise AI moderation layer for traditional research workflows — it augments human researchers with AI capabilities. Koji is AI-native end-to-end — from study creation through analysis, designed so anyone (PMs, founders, designers, researchers) can run deep qualitative research without specialized training or a research team.


Philosophy Differences

Outset's Approach: AI-Assisted Research

  • Built for enterprise research teams who already have research infrastructure
  • AI moderates interviews but fits into existing research workflows
  • Focus on augmenting human researchers, not replacing the need for them
  • Enterprise pricing model (custom quotes, annual contracts)
  • Used by Fortune 500 companies (HubSpot, Nestlé, Glassdoor)

Koji's Approach: AI-Native Research

  • Built for anyone who needs customer insights — PMs, founders, researchers, designers
  • The AI consultant creates the entire research plan from a plain-language goal
  • Focus on democratizing deep qualitative research
  • Accessible pricing with a free tier
  • Claude MCP integration for AI-workflow-native research

Feature Comparison

CapabilityOutsetKoji
AI-moderated interviews
Voice interviewsAI voice conversations
Text interviewsText-based interviews
Study designManual (researcher designs)AI consultant generates plan
Methodology guardrailsGeneral moderationMom Test, JTBD, Discovery, more
Automated analysis✅ AI analysis toolsThemes, insights, sentiment, reports
Quality scoringNot detailed publiclyQuality gate system
Research reportsAuto-generated, shareable
Embed widget❌ Not detailedEmbeddable on any website
Headless API❌ Not detailedFull headless mode
MCP integrationClaude MCP with 17 tools
Participant panel❌ BYOBYO + CSV import
PricingEnterprise custom (est. $20K+/yr)Free tier + accessible plans
Target userEnterprise research teamsAnyone — PMs, founders, researchers
Learning curveModerate (research expertise helpful)10 minutes to first interview

Where Koji Differentiates

1. AI-Generated Study Design

Outset requires researchers to design their interview guides, define question flows, and set up moderation parameters manually. This assumes research expertise.

Koji's AI consultant generates the entire research brief from a plain-language description of what you want to learn. You say "I want to understand why enterprise customers churn after 3 months" — and Koji creates the methodology, question themes, probing guidelines, and interview flow. You can edit the brief manually or let the AI handle it.

This makes qualitative research accessible to product managers, founders, and designers who may not have formal research training.

2. Named Methodology Guardrails

Outset offers general AI moderation that adapts to the conversation. Koji lets you choose a specific research methodology — and the AI enforces its principles throughout:

  • Mom Test: Focuses on past behavior, avoids hypothetical and leading questions
  • Jobs-to-be-Done: Surfaces the progress users are trying to make and the forces driving switching behavior
  • Discovery: Open exploration of problem spaces
  • Validation: Structured evaluation of specific hypotheses

This is not just a label — the AI's questioning strategy, follow-up approach, and probing depth all change based on the selected methodology.

3. Claude MCP Integration

Koji is the only AI interview platform with a full Model Context Protocol integration17 tools that let you run research entirely through Claude:

  • Create studies conversationally
  • Import participants
  • Monitor interview progress
  • Analyze results and generate reports
  • Build continuous discovery pipelines

Workflow guides exist for product managers, researchers, and founders.

4. Developer-Friendly Infrastructure

Koji offers a full REST API, embed widget, headless mode, and webhook system — making it possible to integrate AI interviews into any product, app, or workflow programmatically. This opens use cases like:

  • In-app user research triggered by events
  • Post-purchase feedback flows
  • Continuous NPS replacement
  • Customer onboarding research at scale

5. Accessible Pricing

Outset targets enterprise buyers with custom pricing (estimated $20,000+/year based on market positioning). Koji offers a free tier with paid plans that make qualitative research accessible to startups, solo founders, and lean teams — not just enterprise research departments.


When Outset May Be the Better Choice

Outset may win when:

  • You are an enterprise research team with existing workflows that need AI augmentation
  • You want a platform with proven Fortune 500 case studies (HubSpot, Nestlé, Glassdoor)
  • You prefer to design your own interview guides from scratch with full manual control
  • Your organization requires enterprise procurement processes with dedicated account management
  • You value being established — Outset has been in market longer with more enterprise deployments

When to Choose Koji

Choose Koji when:

  • You want AI to handle the entire workflow — from study design to analysis
  • You need non-researchers (PMs, founders, designers) to run quality research
  • You want to start today with a free tier, not after an enterprise procurement cycle
  • You need named methodology guardrails — not just general AI moderation
  • You want Claude MCP integration for AI-native workflows
  • You need developer tools — API, embed widget, headless mode, webhooks
  • You are building continuous discovery into your product process
  • Budget accessibility matters — free tier + affordable plans vs. enterprise pricing

Getting Started

  1. Create your account — free, instant access
  2. Quick Start Guide — first AI interview in 10 minutes
  3. Choose a methodology — Mom Test, JTBD, or Discovery
  4. Share your interview link — participants start immediately
  5. Review AI insights — themes, quality scores, and reports

Next Steps

Related Articles

AI-Generated Insights

Discover what analysis Koji automatically produces for each interview — themes, sentiment, key quotes, and findings.

Understanding Themes & Patterns

Learn how Koji identifies recurring themes across interviews and how to use them for decision-making.

Publishing & Sharing Reports

Make your research reports accessible to stakeholders, team members, and decision-makers.

Insights Dashboard

Navigate visual analytics including interview counts, completion rates, quality distributions, and participant statistics.

API Authentication

Learn how to authenticate with the Koji API using API keys and Bearer tokens.

Webhook Setup

Receive real-time notifications when interviews complete and analysis finishes using webhooks.

Continuous Discovery with Koji MCP — Always-On Research Pipeline

Build an always-on customer research pipeline using Koji MCP and Claude. Automate continuous discovery habits for product teams — from setting up recurring studies to synthesizing insights across weeks of interviews.

How the Quality Gate Works

Understand Koji's quality gate — conversations scoring below 3/5 are completely free and don't consume credits, protecting your research budget.

Sharing Your Interview Link

How to get your interview URL and distribute it across email, Slack, social media, and more.

Importing Participants via CSV

How to bulk import participants from a spreadsheet so each one gets a unique tracking link.

Using the Embed Widget

Add a Koji interview to your website using an embeddable iframe with configuration options and event listeners.

Headless API Overview

Manage interviews programmatically with the Koji REST API — start, message, and complete interviews from your own code.

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Quick Start Guide

Go from zero to your first AI-powered interview in about 10 minutes.

Creating Your Account

Sign up for Koji with Google or email and set up your profile in under a minute.

Understanding the AI Consultant

Learn how Koji's AI Consultant helps you design rigorous qualitative research — even if you've never done it before.

Voice Interview Experience

What participants see and hear during a voice interview — from microphone permission to natural conversation.

Text Interview Experience

How text-based interviews work for participants — chat interface, streaming responses, and conversation flow.

Understanding the Research Brief

A walkthrough of every section in your Koji research brief and how to read it effectively.

Editing the Brief Manually

How to directly edit your research brief to fine-tune questions, methodology, target audience, and more.

Choosing a Methodology

An overview of every research methodology Koji supports and when to use each one.

Koji MCP Integration Overview

Connect Koji to Claude, Cursor, and other AI assistants using the Model Context Protocol (MCP). Manage your entire research workflow conversationally — create studies, run interviews, analyze data, and generate reports without leaving your AI assistant.

Connect Koji to Claude (Setup Guide)

Step-by-step guide to connect your Koji account to Claude Desktop, Claude.ai, Cursor, and other MCP clients. Takes under 2 minutes with OAuth — no API keys required.

MCP Tool Reference — All 17 Tools

Complete reference for all 17 Koji MCP tools. Includes parameters, return data, plan requirements, and example prompts for each tool across read, create, analyze, customize, and distribute categories.

MCP Workflow Guide for Product Managers

End-to-end guide for product managers using Koji MCP with Claude to automate customer discovery, validate hypotheses, and generate stakeholder-ready research reports — all from a single conversation.

MCP Workflow Guide for UX Researchers

How UX researchers use Koji MCP with Claude to scale qualitative research. Manage multiple studies, analyze transcripts across projects, generate themed reports, and maintain a living research repository.

MCP Workflow Guide for Founders & GTM Teams

How founders and go-to-market teams use Koji MCP with Claude to validate markets, qualify leads through research conversations, and build evidence-based positioning — all without hiring a dedicated researcher.

Jobs-to-Be-Done Interview Guide

Learn the JTBD interview methodology to uncover why customers switch products and what progress they're trying to make.

The Mom Test: How to Talk to Customers Without Being Misled

Learn Rob Fitzpatrick's Mom Test methodology to ask questions that even your mother can't lie to you about.