Resources for market research teams

Practical guides, methodology deep-dives, and product updates on AI survey coding, open-ended analysis, and tracking studies.

AI Open-End Coding: How It Works and Where It Breaks

How AI codes open-ended survey responses step by step, the five failure modes that survive a demo, and what to check before trusting a codeframe.

· 5 min read

Open-End Coding in Market Research: A Working Guide

What open-end coding means in commercial market research: codeframes, multi-coding, waves and deliverables, and how it differs from academic qualitative coding.

· 4 min read

Survey Coding: The Complete Guide for Market Researchers

Learn what survey coding is, why it matters for market research, and how AI is transforming the open end coding process.

· 1 min read

4 AI Agents + Expert Review: Research-Grade Coding

Preparation, Classification, Review, Refinement — how four specialized AI agents plus your expert review deliver consistent open-end coding at scale.

· 5 min read

Why Your NPS Analysis Doesn't Drive Action (2026)

Why NPS verbatims rarely lead to clear decisions — and how multi-coding, consistent codebooks, and AI turn them into drivers you can act on.

· 6 min read

How to Code Qualitative Survey Data: Complete Guide (2026)

Learn how to code qualitative survey data with rigor and speed. Step-by-step guide to codebooks, themes, and AI-assisted analysis.

· 9 min read

NPS Verbatim Analysis: From Comments to Drivers (2026)

Turn NPS open-ended feedback into decisions. How to code verbatims, group them into drivers, and quantify what actually moves your score.

· 8 min read

Bot and Fraud Detection in Surveys: Practical Guide (2026)

Spot bots, duplicate panelists, and low-effort answers before they reach your tables. Detection signals, thresholds, and what to do with flagged cases.

· 7 min read

How to Keep Codebook Consistency Across Waves (2026)

Keep coding consistent across waves of tracking research. Practical guide to codebook versioning, drift control, and audits.

· 7 min read

Export Coded Survey Data to SPSS, R and Python (2026)

Get coded data out cleanly: .sav value labels, encodings that survive accents, and multi-response layouts that don't break your tabs.

· 7 min read

How to Code Multi-Language Survey Responses (2026)

Code open-ended responses across languages without losing accuracy. Practical guide to translation, normalization, and consistency.

· 8 min read