QuestionPro acquired Fathom on April 21, 2026 and Fathom's capabilities are being integrated into its enterprise platform. If you are reviewing the market before your next renewal, start here.
Fathom built its name on enterprise-scale survey text analysis. After the QuestionPro acquisition in April 2026, if you have a renewal coming up it is a reasonable moment to look at what else is out there before you sign. This guide compares the five strongest options for coding open-ended responses, focused on what actually decides the purchase: what file you get back, whether the codebook holds up across waves, how much human review sits on top of the model, and which licensing model fits how you work.
One-time credits that never expire, no subscription, native .sav export
Survey Coder Pro does one job end to end: it turns open-ended responses into a coded dataset your client can tabulate. Credits are bought once, never expire and carry no subscription, and the deliverable is a real SPSS file with value labels — not a CSV of themes somebody has to assemble by hand afterwards.
Strengths
Pricing
From $100 one-time (750 credits; 1 credit = 1 coded open-ended response). Credits never expire and there is no subscription. Free trial with 250 responses, no card.
The natural continuation inside the acquirer's ecosystem
QuestionPro acquired Fathom in April 2026 and Fathom's capabilities are being integrated into QuestionPro's enterprise platform. For a team already working there — or one that values collection, panels, dashboards and text analysis under a single vendor — this is the most direct option and the one with the least adoption friction. If your bottleneck is coordination between tools, consolidating is a genuinely sound call.
Strengths
Pricing
Published per-seat pricing from $83/user/month (Team Edition, billed annually) and $99/user/month (Advanced); the Research Suite tier is quoted by sales.
Swiss AI text analytics platform
Caplena is a European AI coding platform, strong on German, French and European languages, with a genuinely well-built interface. It is the most useful comparison if your operation is centred on continental Europe; for teams working across the Americas, support hours and regional Spanish coverage count against it.
Strengths
Pricing
Pricing is not published; requires contacting sales.
Assisted coding with a managed service, built for agencies
Ascribe is one of the long-standing names in open-end coding, pairing software with a managed coding service. It fits agencies that would rather outsource the whole operation; the trade-off is that turnaround depends on the vendor and the commercial model is quote-based rather than self-serve.
Strengths
Pricing
Pricing is not published; requires a quote.
Automatic themes and continuous CX dashboards
Thematic is built for continuous customer feedback: it detects themes automatically and surfaces them in dashboards wired into Zendesk, Intercom and CX platforms. A good choice when your deliverable is a live internal dashboard; less so when you need a codebook that stays stable across waves and a file to tabulate.
Strengths
Pricing
Foundation published at $25,000/year; Enterprise by custom proposal.
Start coding open-ended responses with AI today. Free trial with 250 responses.
On April 21, 2026, QuestionPro announced that it had acquired Fathom. That is the one substantial fact on the table, and it comes from the company's own announcement.
Per that announcement, Fathom's capabilities are being integrated into QuestionPro's enterprise platform. The same release states, verbatim, that "existing Fathom agreements have been assigned to QuestionPro with no immediate changes to service".
Every tool in this category says it "codes open-ends with AI". The real differences show up in four concrete questions:
.sav export with proper value labels and format widths saves a day of work per wave. A CSV of themes hands that day right back.If your research team is already comfortable with what was acquired, staying inside the acquirer's ecosystem is a reasonable call — and often the cheapest one in calendar time. QuestionPro is a full survey platform: collection, panels, dashboards, and text analysis under one roof, with enterprise support, security paperwork already in place, and an account team you know. And on capability it is not a black box: TextAI publishes configurable codebooks, the option to upload your own code frame, reuse the one from a previous report, and refine with human review — meaning criteria 2 and 3 from the list above are not a weak spot for it. If your bottleneck is coordination between tools, consolidating is a genuinely sound decision.
Our honest advice: ask for a TextAI demo on your own data before you decide. Bring a real file from a past wave and judge three things — what file you get back, how the codebook is reused on the next wave, and how much you can override by hand on top of what the model proposes.
Survey Coder Pro does not try to be a survey platform. It does one job: turn open-ended responses into a coded dataset your client can tabulate. Four concrete reasons research teams pick us:
.sav you uploaded. R, Python, and Excel too.If you want the detail against the other options on this list: