Product · Research Operations
Samso Managed Services · Last Updated · Apr 2026
Usability Test Synthesis
Moderated and unmoderated test sessions turned into findings, severity, and next steps - every think-aloud transcribed, every stuck moment counted, and a severity histogram that names what to ship-block versus what to backlog.
What the managed workflow does
Transcribes every session
Recorded sessions transcribed with timestamps and tied to the task being attempted - so think-aloud excerpts are anchored to the moment the user got stuck, not paraphrased after the fact.
Counts the stuck moments
Per-task completion + abandonment + time-on-task pulled from session events - findings carry quantitative weight (7/12 stuck on Task 03), not just researcher impression.
Scores severity
Critical · high · medium scoring driven by stuck-count, time-on-task delta vs benchmark, and heuristic violation count - so PM and design know what's ship-blocking vs backlog.
Names next steps
Per-finding action prompt drawn from prior fix patterns - not 'we should look into nav' but 'replace tab labels per Task 03 think-alouds, A/B before ship'.
Findings clustered · severity-scored · stuck-counts evidenced
12 SESSIONS · 34 FINDINGS · 5 CRITICAL
Inputs synthesized
What lands per round
Inputs synthesized
Session recordings. Moderated + unmoderated sessions, transcribed with task tagging - every recording surfaced with the task and stuck moment, not 12 raw videos to scrub.
Task-completion events. Attempt count, success rate, time-on-task per session per task - quantitative spine for severity scoring.
Think-aloud annotations. User vocalizations time-tagged to the moment - so a critical finding is anchored to the click the user couldn't find.
Heuristic checklist. Nielsen + design-system checklist applied per finding so violations are catalogued, not subjective.
What lands per round
Findings tree. Per surface (Nav · Forms · Onboarding) with severity dots, stuck counts, and time-on-task - ordered for PM triage.
Severity histogram. Critical · high · medium counts so the next sprint plan has a defensible bar - not 'all of these matter'.
Anonymized verbatim. Per-finding think-aloud excerpts with timestamp and task - raw voice over researcher paraphrase.
Action prompt pack. Per critical / high finding: a calibrated next step drawn from your prior-fix library, with effort + risk pre-tagged.
What you get, every week
A research readout PM can ship from
Findings ordered by severity with named action prompts - the next sprint plan walks out of the readout, not back to a researcher for a synthesis pass.
Quantitative spine, not vibes
Every finding carries a stuck count, time-on-task delta, or heuristic violation - defensible against engineering pushback.
A continuous track across rounds
Finding clusters carry forward - round-over-round, the same severity sub-themes show whether shipped fixes actually moved the needle.
See this in your industry
How product reads for each sector we serve.
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