Prep complex rows with SAM.
Pathways Prep helps turn messy or complex spreadsheets into a reviewable event log with generated case IDs, order, labels, timing fields, source excerpts and review notes.
Qualitative Survey And Interview Analysis Software
SAM helps researchers move from complex interviews, survey responses and case-study rows into reviewed codes, pathway events and source-backed findings.
Move from interviews, free-text surveys and case-study rows into reviewable codes, pathway events and source-backed findings.
Designed for qualitative depth, practical review and accountable outputs
Product Preview
SAM helps researchers prepare complex qualitative spreadsheets, code source material and map process evidence without losing sight of the original data.
Features
SAM helps researchers move from uploaded qualitative material to reviewable themes, stance, sentiment, trends, networks, pathways and reports while keeping source evidence close.
Pathways Prep helps turn messy or complex spreadsheets into a reviewable event log with generated case IDs, order, labels, timing fields, source excerpts and review notes.
Once the event log is checked, SAM builds route maps, loops, bottlenecks, timings and filters from the prepared rows rather than inventing an LLM process map.
Coding gives researchers a place to build codebooks, apply manual or assisted tags, review differences and keep evidence close to interpretation.
What SAM does
SAM supports the careful middle work between messy qualitative material and evidence-backed outputs.
Upload complex CSV/XLSX files and use on-screen mapping to identify case, event, timing, source and review fields before analysis.
Use optional assistance to turn long free-text descriptions into concise process tracing and pathway labels that remain reviewable by the researcher.
Create Start, Step and End events with generated case IDs, event order, temporal expressions, resolved dates where possible and review notes where checking is needed.
After researcher review, use Pathways to inspect routes, loops, bottlenecks, timing and evidence across cases.
Build, apply and refine codes for interviews, survey responses and source excerpts with researcher judgement kept visible.
Download event logs, coding outputs, screenshots, charts and evidence bundles for supervision, workshops, reports or client conversations.
Workflow
Choose the workflow that matches the question: code interpretive categories, prepare pathway events, or do both when a study needs categories and process evidence.
Research position
SAM can help structure interviews, survey responses and case-study rows, but it does not decide what the study means. Researchers define the case, the code, the event, the timing logic and the evidence standard. SAM then makes those choices easier to review by keeping source text, labels, notes, maps and exports in the same workflow.
SAM in Action
Pathways Prep helps researchers move from complex qualitative rows into a draft event log, with source excerpts and review notes marking what still needs checking.
SAM in Action
Coding supports manual and assisted codebook work, so teams can compare how responses have been understood before exporting findings.
Pricing
Start with a 14-day trial. Academic, professional and team plans are available now, with institutional and teaching conversations handled directly.
Annual launch pricing for academic, student, independent and early pilot use.
SignupFor consultants, evaluators and teams working across client or project datasets.
SignupFor multi-seat teams that need shared workspaces, exports and collaborative analysis.
SignupFAQ
SAM is an AI-assisted qualitative analysis platform for researchers and teams working with large, complex qualitative datasets.
SAM can work with uploaded interviews, survey responses, documents, spreadsheets, social media exports, images or captions, and prepared pathway event logs.
Yes, if the material is in a supported file format and the researcher can identify the fields that matter. Complex spreadsheets may need Pathways Prep or manual review before full analysis.
No. Pathways Prep can draft a reviewable event log from complex rows, but the researcher checks case IDs, events, timing and source excerpts before using Pathways to map the data.
Yes. Optional assistance can suggest shorter pathway labels from long wording, but researchers should review labels for meaning, nuance and consistency before upload or export.
Coding is for interpretive categories across texts or excerpts. Pathways is for process evidence where cases move through events over time or sequence. Some studies need both.
Yes. The workflow is designed to make decisions visible, which helps supervisors, trainee researchers and consultants discuss how qualitative data was prepared, coded and interpreted.
Try SAM with a sample, a pilot dataset or a teaching corpus and see which questions the material raises first.
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