Post-survey reporting layer for research and ops teams

The moment this becomes a real problem is when someone runs a survey, exports the raw CSV, and then spends two hours in Excel trying to recreate a bar chart with actual numbers on it — because the native report either crashes, has no labels, or can't filter by a single demographic slice. That moment happens every time a survey closes, making this a recurring pain rather than a one-off annoyance.

The gap persists because survey vendors are fundamentally incentivized to optimize for form-building and response collection — that's what gets bought. Reporting is the thing they bolt on to check a box, and it shows. The buyer is often a marketing or HR director who approved the purchase; the person actually suffering through the reports is a coordinator or analyst who has no procurement leverage. Nobody escalates it loudly enough to matter.

What users actually complain about: outcomes grouped rather than shown as exact numbers, no way to build pivot tables inside the tool, no interactive filters so you can focus on a department or age group, and month-to-month comparisons being nearly impossible to replicate. They're essentially told 'export it yourself' — which means anyone doing ongoing tracking has to rebuild the same manual process every cycle.

Without a better option, teams either pay for a BI seat (which is overkill and requires a data engineer to set up connectors) or rebuild reports in spreadsheets every single time. The cost is real: a team running monthly employee surveys spends hours per cycle on work that should be automated. The need recurs on every survey cadence, which means the subscription justification is obvious.

What to build

Build a web app that connects to survey accounts via API or CSV upload, then lets users define reusable report templates with interactive filters, exact-value bar charts, and period-over-period comparison views that persist across survey cycles without manual rebuilding.

Where to start

Start with teams who run the same survey quarterly — engagement or pulse surveys — where the month-over-month comparison failure is felt acutely every single cycle and where a template that persists between runs has an immediately obvious value.

The hard part

Survey vendors have inconsistent or restricted API access, so supporting more than two or three sources at launch means a long tail of brittle CSV-parsing logic that breaks whenever a vendor changes their export format.

How it makes money

Monthly subscription per workspace, priced per number of connected survey sources or active report templates, with a free tier capped at one survey source and three saved reports.