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KNOWSIS
VERBATIM CODER

Code one open-ended question into a clean theme frame, in minutes

Upload your CSV or Excel file, choose the column to code, and receive a code frame, an analysis-ready variable matrix, an Excel summary, and a follow-up prompt for any answer engine. All by email. Themes and nets you can hand straight to a stakeholder, plus a way to keep asking questions of your data afterwards.

From R500per coding order·Results by email

Self-serve coding, delivered as themes and nets

Coding aims to fit at least 85% of substantive responses to a theme. Up to ~15% uncoded is normal and matches the human-coding benchmark.

Code your open-ended question

Upload, choose the column, brief us in plain English, and pay. Results arrive by email.

Step 1

Upload your file

A single CSV or Excel (.xlsx) file up to 200MB. You will choose which column to code in the next step.

For Excel files we read the first sheet and expect a single table starting at row 1. Older .xls files should be saved as .xlsx or CSV first.

How it works

Three steps from upload to themes in your inbox.

1. Upload and choose

Upload your CSV or Excel file and pick the column to code. Optional respondent ID and break columns for subgroup splits.

2. Pay

Price is set by your response volume, with the tiers below. South African orders include 15% VAT shown at checkout.

3. Receive your results

A code frame, an analysis-ready variable matrix, an Excel summary, and a follow-up prompt for any answer engine all arrive in your inbox.

What you get

Three deliverables you can act on immediately, plus a few promises we hold ourselves to.

DOC

Code frame

The themes and nets your responses were coded to, delivered as a DOCX for marking up and a PDF for sharing.

CSV

Analysis-ready variable matrix

One row per respondent, with the themes coded out as variables. Plain CSV, ready to load into any analysis tool alongside the rest of your survey data.

XLS

Excel summary

Counts and percentages by theme and net, ready to drop into a deck or share with a stakeholder.

MD

Answer-engine prompt

A ready-to-use prompt (interrogation_prompt.md) you paste into ChatGPT, Claude, Gemini, or any other answer engine to ask plain-English follow-up questions of your coded data.

Always multi-code

Responses that mention more than one thing are coded to every theme that applies, not forced into a single bucket.

Honest about coverage

Coding aims to fit at least 85% of substantive responses to a theme. Up to ~15% uncoded is normal and matches the human-coding benchmark.

🔒

Anonymous, no login

Self-serve, pay-and-go. No account, no platform. POPIA compliant and files deleted within 7 days of delivery.

Want to take it further?

The variable matrix is plain CSV, ready for any analysis tool. If you want to run driver analysis to see which themes shift a key outcome, build segmentations from the coded data, or layer it with the rest of your survey, the Data Alchemy Platform does all of that in one connected workflow. Free 14-day trial, no credit card needed.

Why trust the Knowsis lens

Self-serve in delivery. Practitioner-grounded in method.

20+ Years of Analytics Practice

Knowsis is an analytics consultancy founded by a researcher who has been writing and coding open-ended survey questions for over twenty years across consumer, B2B, financial services, FMCG, and tobacco categories. The coding standards behind this tool come from that practice.

Methods Used by Serious Brands

The coding standards behind this tool are the same ones in use with our clients today.

JTI · Capitec · FT Longitude · dunnhumby · NielsenIQ · Shoprite · Trade Intelligence · Embark Insight

POPIA Compliant

Your file is processed in confidence and used only to produce your results. Uploaded files are deleted within 7 days of delivery, outputs retained 90 days for support, then deleted. Not used as training data. Not shared with third parties.

Pricing

One flat price per coding order, set by the number of responses in your chosen column.

ResponsesPrice (VAT inclusive)
Up to 2,000R500
2,001 to 5,000R1,000
5,001 to 10,000R1,500
Above 10,000Enquiry

South African orders include 15% VAT, shown split out at checkout. Orders outside South Africa are zero-rated. The estimate on screen is approximate; the final count and price are confirmed from your file when you submit.

Common questions

Honest answers to the questions most people ask before they upload.

Why does it cost money?

It covers the processing cost and signals genuine intent, which lets us deliver high-quality coding without limit on volume. Coding 2,000 verbatim responses by hand takes a research executive a full day; here it costs R500 and arrives in your inbox.

What file format and size do you accept?

A CSV or Excel (.xlsx) file up to 200MB with one column of open-ended responses. After upload you choose which column to code from a dropdown populated by your file's own headers.

For Excel files we read the first sheet and expect a single table starting at row 1. Older .xls files should be saved as .xlsx or CSV first.

If your file has several open-ended columns, that is fine, code one at a time as separate orders, one per question.

How is the price decided?

By the number of responses detected in your chosen column, per the published tiers (up to 2,000 for R500, 2,001 to 5,000 for R1,000, 5,001 to 10,000 for R1,500). South African orders include 15% VAT shown at checkout; orders outside South Africa are zero-rated.

The estimate shown on screen is approximate. The final count and price are confirmed from your file when you submit.

What about responses that do not fit a theme?

Coding aims to fit at least 85% of substantive responses to a theme. Up to ~15% uncoded is normal and matches the human-coding benchmark.

Genuine "other" responses, blank fields, and one-off mentions sit in an uncoded bucket so you can see exactly what was excluded, and decide whether to refine the frame for the next wave.

How are the themes chosen?

The theme frame is built from your data. Reading the responses produces a set of themes and nets that fit them, rather than forcing the data into a pre-existing frame.

If you already have a fixed frame you need to apply across a tracking wave or category framework, email greg@knowsis.net and we will scope it as a custom project.

Is my data confidential?

Yes. Your file is used only to produce your results. Uploaded files are deleted from our systems within 7 days of delivery. Outputs are retained for 90 days for support purposes (so we can re-send them if you lose the email), then deleted.

Not used as training data. Not shared with any third party. Knowsis is POPIA compliant.

More than 10,000 responses?

Larger coding jobs need a custom scope. Upload your file and the tool will switch to a short enquiry form, or email greg@knowsis.net directly. We typically come back with a quote within one working day.

What if the results are not useful?

Results are delivered immediately on payment and the work is done as soon as it lands in your inbox, so we do not offer refunds on this specific product.

If something is clearly wrong, email greg@knowsis.net and Greg will come back to you personally. For higher-stakes studies or recurring tracking, you can also book a conversation with Greg via the follow-up email.

Ready to code your open-ended question?

Upload, choose your column, brief us in plain English, and pay. Results arrive by email.

Start coding

Coding aims to fit at least 85% of substantive responses to a theme. Up to ~15% uncoded is normal and matches the human-coding benchmark.