Where does your team's time go: coding or reviewing?

If most of it goes into coding response by response, a tool that codes first and lets your team review what's uncertain frees that time for analysis. If you need to split and supervise the work of many coders, team management matters more.

Do you need the tables as well as the codes?

Both export to SPSS. Ask whether the tab book with banner, nets and significance comes out of the same tool or someone builds it afterwards.

Do you measure in waves and need the same codebook in all of them?

Ask to see how the codebook carries from one wave to the next, on your own data.

Where is your data processed?

Voxco, the company behind Ascribe (now part of Discuss), says your data is never used to train AI models and that it uses a Microsoft cloud service and a model available through AWS; it doesn't name the models. Survey Coder uses Claude models, by Anthropic. Always ask.

Do you pay a subscription or for what you code?

With occasional studies or uneven volume, the pricing model changes the real cost a lot.

Comparison

Survey Coder vs Ascribe

Ascribe is verbatim coding software for market research firms, with more than 25 years in the market; it is now part of Voxco, which announced a merger with Discuss in November 2025. At its core it does what Survey Coder does — code open ends, reuse codebooks and export to SPSS — and it also manages coding teams and offers coding as a service.

Where they are alike

Both code open-ended survey responses with AI, and the analyst decides and reviews the result.
Both reuse codebooks in ongoing studies.
Both export a .sav file for SPSS.

Where they differ

Survey CoderAscribe

Built for

Survey CoderOpen-ended survey responses: NPS, satisfaction, concept tests, trackers.

AscribeVerbatim coding for research firms, with coding-team management, and CX text analytics through its CX Inspector product.

How your team works

Survey CoderAI does the first pass and flags what's uncertain for your team to correct. Proposed codebook changes land in an organization-wide shared inbox, where they can be assigned to a person, approved as-is or corrected, and exported.

AscribeIt splits work across coders and lets you supervise it, at the level of automation you choose: automated, manual or hybrid. Its theme extractor proposes a codebook and its AI coder applies it.

What you take away

Survey CoderThe codes as columns attached to each respondent, in your .sav or an Excel file; from a .sav, also the tab book with banner and significance.

AscribeExports a .sav for SPSS or Dimensions, Excel and custom scripted output, with cross-tabs; it also reads Dimensions and triple-S formats.

Waves of an ongoing program

Survey CoderThe next wave inherits the same codebook automatically, so the trend is comparable.

AscribeSaves and reuses codebooks for ongoing or similar projects, with hierarchical nets.

How you pay

Survey CoderPer coded response, one-time purchase. Credits never expire.

AscribeNo published prices; it offers a free demo on your own data. It also sells coding as a service, done by its team.

What we say about Ascribe comes from its website, help pages and Voxco's announcements, as of September 23, 2026.

When Ascribe is the better fit

If you need to split work across coders and supervise it, or you'd rather have a vendor code for you, Ascribe covers both. Survey Coder empowers your team differently: AI codes first and your people put their judgement into what's uncertain, from the codes to, from a .sav, the tab book, in the same tool.

When Survey Coder is the better fit

If your work is a survey program — a monthly NPS, a brand tracker, concept tests — and the codes need to come back into your data as variables and end up in tables, wave after wave with the same codebook. That is what it is built for: AI does the first pass and your team puts its judgement where it's actually needed.

What one company found when it compared

A services company compared our coding of its NPS with its own, across every response. They agreed on around 96% — and when it reviewed the differences, it found several came from errors in its own coding.

A typical study of 5,000 to 8,000 comments is coded in under an hour.

Five questions that decide it

You do not need to believe either page. These questions decide it, and they apply to any vendor — including us.

1
Where does your team's time go: coding or reviewing?
If most of it goes into coding response by response, a tool that codes first and lets your team review what's uncertain frees that time for analysis. If you need to split and supervise the work of many coders, team management matters more.
2
Do you need the tables as well as the codes?
Both export to SPSS. Ask whether the tab book with banner, nets and significance comes out of the same tool or someone builds it afterwards.
3
Do you measure in waves and need the same codebook in all of them?
Ask to see how the codebook carries from one wave to the next, on your own data.
4
Where is your data processed?
Voxco, the company behind Ascribe (now part of Discuss), says your data is never used to train AI models and that it uses a Microsoft cloud service and a model available through AWS; it doesn't name the models. Survey Coder uses Claude models, by Anthropic. Always ask.
5
Do you pay a subscription or for what you code?
With occasional studies or uneven volume, the pricing model changes the real cost a lot.

Try it on your own comments

250 responses free, no card. Upload a spreadsheet from your last NPS and compare the result with what you have today.

Try it free Request a pilot