The evidence layer for high-consequence communication
Know how your message will land — before you publish it.
Mosaica reads your message the way each of your audiences will, and returns a cited verdict: what could cost you, what must clear, and what will land. Every finding cites its source and names its fix.
Built on the Cultural Atlas corpus · 47M readers · 76 cultures · 8 world religions · 10+ years of reviewed research
Message under scan
“Take control of your future — you owe it to yourself.”
- Exposure · what could cost youReview
- Clearance · what must pass2 flags
- Reception · what will landFracture
“you owe it to yourself” conflicts with interdependent self-construal, prevalent in 2 of 5 selected audiences · Markus & Kitayama (1991) · confidence: high · rewrite attached
One knowledge base · three products
Everything we do is powered by the same verified corpus.
A decade of reviewed cultural research, written by named researchers and checked with the communities it describes, powering three products.
For organisations · the platform
Resonance
“Will this message work, and can we prove it?”
The message validation platform. Run any communication through three readings (Exposure, Clearance, Reception) and get the verdict, the evidence, and the rewrite. Then re-scan until it clears.
Explore the platform
For teams · the library
Corpus
“What do we actually know about this audience?”
The verified source library behind everything: reviewed profiles across 76 cultures and 8 world religions, healthcare briefs, films, and expert-curated collections for your industry. Browse it, learn from it, build with it.
Browse the library
For everyone · ask the atlas
Ask Mo
“I just need a straight, sourced answer.”
Plain questions in, cited answers out. Mo answers from the verified knowledge base, never the open internet, and links every answer to the pages it stands on. For students, researchers and the curious.
Ask a question
How it works
Lenses, collections, kits.
Three building blocks turn a library into an instrument.
Block 01
Lenses
A lens is one audience, resolved: the verified research from the Corpus describing how that audience actually reads.
Block 02
Collections
Expert-curated sets of Corpus content for one industry or domain: the profiles, briefs and films your team's work is grounded on, not the whole library at once.
Block 03
Kits
Everything for a use case in one box: the verified resources and assets. Deploy a kit and the whole team works from the same evidence on day one.
Add your message
A campaign, an announcement, a policy, an email. Paste it or upload it.
Choose your lenses
Pick the audiences who will actually read it.
Read the findings
Three readings, every finding pinned to the exact phrase, explained and cited.
Fix and re-scan
Apply the rewrites, run it again, publish with the record that proves it.
Why you can trust the verdict
Anyone can have an opinion about your audience. We show you the evidence.
- 47M
- readers of the Cultural Atlas, built on this corpus
- 76
- cultures and 8 world religions, reviewed and cited
- 1,000+
- expert and community collaborators
- 10+
- years of peer-reviewed research behind every finding
Frontier AI scans. Mosaica governs. The sources, the criteria, the confidence thresholds, the red lines and the expert review are ours. That is why every finding is issued with a citation you can check, rather than an opinion you have to trust.
Mechanisms, never assumptions · every finding cited and confidence-rated · your data never trains public models
Resolved by industry
The same scan, in your sector’s vocabulary.
Lenses and collections are expert-curated per industry, so findings are reported in your field’s own terms, from sources that know it.
Healthcare
A message that does not land is not a missed KPI here. It is a missed screening.
Read more
Government
Public communication is judged by the audience it reaches last.
Read more
Financial services
An audience you can lose, and a regulator who is already reading.
Read more
Advertising & media
The brief says multicultural reach. The plan says one message.
Read more
Workplace & HR
The most captive audience you have, and the least forgiving one.
Read more
All industries
Every sector we hold collections and lenses for, with a worked example in each.
See all
Common questions
How is this not a brand-lift study?
Brand-lift measures performance after a campaign runs, at cost and on a quarterly cycle. Mosaica assesses likely reception before it goes live, while there's still time and budget to act.
Isn't this just generic AI?
No. Mosaica draws only on its own verified knowledge base and cites its sources. We don't train our own models; we cultivate the verified knowledge and review that general AI lacks.
Where does the information come from?
Every profile is developed and reviewed with expert and community collaborators, and the full contributor list is public. The proof of work is one section up, and the sources are one click away.
Is this stereotyping communities?
No. Findings never say "group X believes Y." Every finding explains itself: the reasoning, the research, the source. Where the evidence is thin, Mosaica says so instead of guessing.
Does it replace our review process?
No. Mosaica surfaces findings for human review; your team keeps sign-off. It does not provide legal advice or certify compliance. Your counsel signs off; we make sure they see it first.
What does Mosaica cost?
We're running pilots with teams that want to shape the platform. See the platform first, then talk to us about a pilot for your organisation.
Your message already has a verdict.
You just haven’t read it yet.
Bring one real message going live this month. We will read it with you.