Deep content, niche audiences, zero patience.
Research organisations publish more than anyone can navigate: programmes, working groups, outputs, datasets, governance. Contexto connects the right researcher, partner or funder to the right page before they give up.
The 40,000-page problem.
Large research websites grow by accretion — every programme, event and output adds pages until neither visitors nor site search can find anything. Contexto indexes the published content across it (one production deployment serves a global research alliance whose website spans 40,000+ pages) and answers questions the navigation was never designed for: "Which group works on data sovereignty?", "How do I join?", or "Who do I talk to about data ethics?"
Built for the sites where content complexity is the problem.
The features that matter when your website is vast, your audiences are specialised, and provenance is non-negotiable.
Handles enormous sites
Programmes, working groups, outputs, datasets, governance, member profiles — Contexto indexes the published content across a site that can run to tens of thousands of pages, and keeps it in sync.
Entity-aware understanding
Entity-aware chunking keeps people, groups, assemblies, projects and events distinct — critical when a research network has dozens of similarly named things.
Reads every audience
Member, prospective member, policymaker, funder, media — different registers, one concierge. Membership questions become conversion paths; policymaker questions become impact evidence.
Every answer cited
In a sector where provenance is everything, every answer carries a citation to the exact page it came from. Nothing is invented, nothing uncredited.
Surfaces the real gaps
The questions members keep asking that your site doesn't answer become a ranked content to-do list — backed by genuine, recurring demand.
Public by default, flexible by design
It indexes public content by default; gated member scopes and trusted external sources are available as a custom design conversation.
You can join the Climate Data interest group directly. It operates under the Environmental Data domain [1]. They meet monthly to define global schemas [2]. Would you like to view the sign-up page or contact the group chairs?
Already running in production, at scale.
A global research alliance with 16,000+ members runs Contexto in production right now. Within weeks of deployment it surfaced the exact topics members needed that the website didn't cover — event details, membership rules, and technical support — and the organisation retired a separate feedback tool it no longer needed.
Make 40,000 pages feel like one conversation.
Book a call and we'll show you Contexto navigating a research site the size of yours.
30 minutes, no obligationMembers, and everyone else.
Audience profiling for research means telling a member from a prospective member from a policymaker from media — and reporting back what each is really asking. Membership questions become conversion paths, policymaker questions become impact evidence, and unanswered questions become your next content briefs.
Questions from research teams
Our site is enormous — how long does indexing take?expand_more
Hours, not weeks. Contexto indexes at up to around 10,000 pages an hour via direct CMS integration and keeps the index in sync automatically as content changes.
Can it distinguish similarly named entities?expand_more
Yes. Entity-aware chunking keeps people, groups, assemblies and projects separate, which is essential for complex research networks where names overlap.
Can it handle gated member content?expand_more
It indexes public content by default. Member-only scopes are available as a custom design conversation, so you decide exactly what the concierge can and can't see.
Can it pull in external references or standards?expand_more
Optionally. Trusted external sources can be enabled as a second tier, consulted only when your own content can't answer — always kept distinct from your published material.
How do we know it won't misrepresent our research?expand_more
It can only answer from content you've published, it never fabricates, and every answer is cited. If something isn't on your site, it says so rather than guessing.
Ready to turn your website into a conversation?
You’ll be speaking with Marameo Design — 15 years building digital platforms for health, research and university organisations.
30 minutes, no obligation