Real voices.
Real insight.
No fieldwork.

DCA transforms millions of authentic online conversations into structured market intelligence — faster, deeper, and more cost-effective than conventional research.

“Not what people say when asked — what they say to each other.”

100%
Organic consumer voice
4
Stage methodology
10+
Sectors researched
AI
Guided by human judgement
The methodology

What is Digital Conversation Analysis?

DCA is a proprietary research methodology that uses AI to analyse large-scale datasets of authentic consumer conversations scraped from social media, forums, and review platforms.

Unlike conventional social listening, which merely monitors brand mentions, DCA sifts, orders, and interrogates the data using qualitative research frameworks. The result is structured insight that reveals not just what people are saying, but how their experiences and attitudes are evolving.

Crucially, all promotional and influencer content is filtered out — leaving only the organic consumer voice. This is empirical research based exclusively on real customers, not synthetic personas or prompted responses.

Platforms analysed

RedditTikTokMumsnetX / TwitterXiaohongshuDouyinTrustpilotYouTubeAmazon ReviewsInstagram

From scattered posts to structured insight.

DCA bridges the gap between raw social data and actionable research. The output — personas, sentiment analysis, verbatim quote cards, and brand tracking — is indistinguishable from a conventional report. Except it costs less and delivers faster.

~100%
Organic on Mumsnet
~15%
Organic on Instagram
~36%
Organic on X
High
Reddit signal quality
How it works

The four-stage DCA process

Every DCA project follows the same rigorous methodology, adapted to the platform, category, and research objectives.

01

Platform selection

Identify the social media platforms and communities where authentic consumers of your category are most active and candid. The right source determines the quality of everything that follows.

02

Data extraction

Posts and conversations are scraped at scale using automated tools — capturing tens of thousands of records across multiple platforms for a wide, representative sample of consumer discourse.

03

Filtering & analysis

All promotional, influencer, and spam content is removed. AI then analyses the clean dataset using qualitative frameworks — sentiment analysis, thematic coding, persona development, verbatim extraction.

04

Insight & reporting

Findings are compiled into structured, client-ready reports. Deliverables include brand sentiment tables, consumer personas, verbatim quote cards, and concept testing results — all from real customer data.

Watch

DCA in practice

Video walkthroughs of the DCA methodology and real project examples — with more coming soon.

Running shoe DCA

Case study — Sport & footwear

Running shoe brand DCA & concept testing

Coming soon

GLP-1 medications: consumer sentiment

Case study — Health

Mounjaro & Wegovy: what patients really say

View all videos on YouTube →
Case studies

DCA across sectors

DCA has been applied across a wide range of categories, platforms, and geographies.

Report cover image
Health & Pharmaceuticals

Mounjaro & Wegovy: GLP-1 consumer sentiment

Multi-platform DCA across TikTok and Reddit, analysing organic UK consumer conversations about weight loss medication experiences, side effects, and healthcare access.

Reddit + TikTokPlatforms
UK consumersGeography
Personas + verbatimsOutput
Report cover image
Sport & Footwear

Running shoe brands: sentiment & concept testing

3,395 organic conversations across Reddit and X analysed across seven brands. AI-powered persona development and visual concept testing against real consumer data.

Reddit + XPlatforms
7 brandsScope
10 concepts testedOutput
Report cover image
Women’s Health

Menopause & perimenopause: HRT and healthcare access

Analysis of Mumsnet and Reddit communities identifying key themes: HRT peer-troubleshooting, sleep disruption, and frustration with healthcare access across the UK.

Mumsnet + RedditPlatforms
UK womenGeography
Theme reportOutput
Report cover image
Food & FMCG

Plant-based food: THIS™ brand & competitors

Reddit and TikTok DCA across the UK plant-based food category, tracking organic consumer attitudes to taste, convenience, and brand loyalty.

Reddit + TikTokPlatforms
UK marketGeography
Brand reportOutput
Report cover image
China — Digital platforms

Adidas running shoes on Douyin: Chinese consumer DCA

DCA methodology applied to Chinese social platforms. Douyin dataset filtering, date-range cleaning, and bilingual reporting covering brand sentiment and product preferences.

DouyinPlatform
ChinaGeography
Bilingual reportOutput
Report cover image
Identity & Society

Male identity: “The Unseen Glue” six-persona study

A full DCA project arc from subreddit selection to six-persona deliverable, exploring contemporary UK male identity, mental health discourse, and social expectations.

RedditPlatform
6 personasOutput
Full reportDepth
Articles

Thinking on DCA & AI research

Perspectives on methodology, platform intelligence, and the future of qualitative research.

About

Qualitative expertise. AI-powered scale.

Your
photo
here

DCA is the proprietary methodology of Momentum Research, a London-based consultancy with deep roots in qualitative and quantitative market research — including non-verbal emotional coding, focus groups, and concept testing.

DCA was developed to bring the rigour of conventional research methods to the scale and speed that AI now makes possible. It is not a replacement for traditional research — it is a powerful, cost-effective complement to it.

Uniquely, DCA isolates the organic consumer voice — filtering out all promotional and influencer content before analysis begins. The result is insight grounded entirely in real, unprompted customer behaviour.

About Momentum Research
John Habershon PhDFounder. 25+ years in qualitative research, non-verbal emotional coding, and AI-assisted analysis.
10+ sectors researchedHealth, FMCG, footwear, automotive, financial services, food, beauty, women’s health, and more.
Multi-platform & multilingualUK and Chinese platforms including Douyin and Xiaohongshu — bilingual reporting available.
YouTube channelVideo walkthroughs and case studies — Using AI in Qualitative Research.
Get in touch

Commission a DCA project

Whether you’re a brand, agency, or research team — tell us what you want to understand, and we’ll explain how DCA can help.

johnhabershon@momentumresearch.co.uk Tel: +44 7725 582093