PwC launches survey analyst agent to turn hours of manual customer analysis into insights in seconds

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Roberto Hernandez

Principal, PwC US

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David Gates

Director, PwC US

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PwC's new solution enables teams to explore customer survey data, assess hypotheses, and build executive-ready reports in a fraction of the time by pairing a conversational interface with a governed analytics engine, so organizations can act on what customers are telling them with confidence.

Organizations often spend heavily to understand their customers, then wait even longer for the insights. Surveys capture behavior, preferences, and experience in detail, but the analysis remains manual: cross-tabs, segment filters, and validation can consume 60 to 90 hours per project. By the time results arrive, they're often delayed, inconsistent, or too shallow to act on, leaving a persistent gap between what the data knows and what the business can do about it.

Turning survey data into real-time answers

Customer Link, PwC’s customer insights platform, now includes an agent that can transform survey analysis into an interactive, real-time experience. Users can ask business questions in natural language and receive structured, data-backed insights about customers in seconds. Ask "What drives loyalty among younger customers?" and the agent interprets the intent, selects the right variables, runs the cross-tabs, and returns the answer. Users can see how the question was interpreted, which calculations were run, the figures behind them, and any assumptions the agent made to get there. Those calculations are executed by a cross-tab automation accelerator, purpose-built to enable accuracy.

Beyond answering questions, PwC's survey analyst agent enables teams to test hypotheses and validate assumptions instantly. For example, you could test whether “Consumers who prefer hyper-personalization are more willing to share personal data than the average US consumer” and get an instant, statistically assessed verdict. The agent can uncover non-obvious patterns and generate follow-up questions, helping users explore data more deeply within the same workflow.

Transparency comes standard. Each answer surfaces the data tables and reasoning behind it, so users can trust results. And because it understands how surveys are structured, PwC's agent can map each question to the right variable and cuts on its own, with no manual setup.

The last mile, where analysis turns into something leaders can act on, is where most survey projects stall. PwC's agent closes that gap, generating structured executive reports straight from the analysis. Teams preview the plan before it runs, refine the output after, and save reports to reuse, all in one workflow with no rework in between.

What real-time customer insight makes possible

  • Analysis in seconds, not weeks: Reduce survey analysis time by 70 to 90 percent, turning 2-week survey analytics projects into answers on demand.
  • Executive reports, 3 to 5 times faster: Produce leadership-ready reports with findings, visuals, and recommendations, then export to PDF in a single click.
  • Ready on day one: More than 10 PwC surveys come pre-integrated, and the agent works with raw survey data from leading research providers or your own files.
  • Numbers leaders can defend: Each figure is computed in code and traceable to its source, backed by enterprise governance, so insights hold up under scrutiny.
  • The whole story, not just the stats: Surface patterns, segment differences, and emerging themes across both structured responses and open-ended comments.
  • Test assumptions at scale: Upload and assess multiple hypotheses at once, each with its own verdict and statistical backing.
  • Insight without the analyst queue: Business users explore data, test hypotheses, and generate reports themselves, with no statistical coding or specialist required.

Customer expectations shift quickly, and insights that arrive too late often carry a real competitive cost. PwC's survey analyst agent can compress what once took 2 weeks of analyst work into a real-time, always-on capability, turning survey data from a report teams wait on into a direct line to customer feedback. For organizations under pressure to keep pace with their customers, that speed can be decisive. It means addressing concerns as they surface and acting on real customer feedback while it can still make a difference.  

Explore customer insights faster

Turn survey data into actionable insights and executive-ready reports.

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