Outcomes, not outputs

Challenges

Commercial teams needed audience intelligence that could support specific buyer conversations rather than relying on generic viewership data.

Outcome

• North American and UK teams use the intelligence in commercial workflows
• Pitch teams can explore buyer-relevant audience patterns
• Decision-makers share a consistent evidence base across markets

Challenges

A global publisher needed to make large volumes of survey data easier for research and commercial teams to explore across markets, roles and topics.

Outcome

• Global survey evidence can be explored through a consistent model
• Teams spend less time preparing repeated cuts of the data
• Market and audience comparisons are easier to communicate

Challenges

Two record labels needed a more rigorous way to compare fan response, identify momentum and support artist and touring decisions.

Outcome

• Over one million comments were analysed consistently
• Teams could compare artist response beyond headline engagement
• Audience evidence informed artist and touring conversations

Challenges

An innovation team wanted to test whether fragmented audience and market signals could reveal emerging artist momentum earlier and more consistently.

Outcome

• The work is explicitly an exploratory prototype
• Candidate momentum signals can be compared in one place
• Expert feedback will determine whether and how the concept progresses

Challenges

The humanoid robotics market is developing quickly, but company, product and market evidence remains fragmented and difficult to compare.

Outcome

• Fragmented robotics evidence is organised into a comparable model
• Users can explore companies, products and market movement
• The data and product layers can evolve as the sector changes

Challenges

Event information is distributed across inconsistent sources, making discovery, planning and market-level analysis unnecessarily difficult.

Outcome

• Global event records are maintained in a consistent data model
• Users can discover and compare events through one product
• The platform supports both operational journeys and market analysis