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

USABILITY FINDINGS · Q2 ROUND12 SESSIONS · 34 FINDINGS · 5 CRITICALNAV· 12 findingsSide-nav 'Reports' confused with 'Insights'TASK 03 · 7/12 STUCK4:02 AVGBack-button on detail page · loses filtersTASK 05 · 9/12 STUCK2:48 AVGSearch affordance not discoverable on mobileTASK 02 · 5/12 STUCK3:14 AVGBreadcrumbs visually deprioritizedTASK 06 · 3/12 STUCK2:30 AVGFORMS· 11 findingsInline validation fires too late on emailTASK 04 · 8/12 STUCK1:52 AVGRequired-field markers missed by 6/12TASK 04 · 6/12 STUCK1:18 AVGSave-state vs draft-state ambiguousTASK 07 · 4/12 STUCK2:06 AVGField-level help collapses too aggressivelyTASK 04 · 2/12 STUCK1:30 AVGONBOARDING· 11 findingsFirst-run modal blocks scan of empty stateTASK 01 · 9/12 STUCK3:42 AVGSample data toggle hidden in settingsTASK 01 · 5/12 STUCK4:18 AVGTooltip sequence breaks on resizeTASK 02 · 4/12 STUCK2:24 AVG'Skip tour' lands users on dashboard with no dataTASK 01 · 2/12 STUCK0:58 AVGTHINK-ALOUD · P-04 · 12:42 · NAV · TASK 03"Wait - this whole left side, I thought 'Reports' was whereI'd go. I don't know what 'Insights' even is here.THINK-ALOUD · P-09 · 18:14 · FORMS · TASK 07"I clicked save and now I can't tell - did it save? Did itsave the draft? There's nothing telling me which.SEVERITY HISTOGRAM · 34 FINDINGS5 critical · 11 high · 18 mediumCRITICAL5findingsHIGH11findingsMEDIUM18findings5 SESSIONS REMOTE · 7 MODERATED · TASK SET v2.4

Inputs synthesized

Session recordings · 12 · transcribedTask-completion events · 96 attemptsThink-aloud annotations · timestampedHeuristic checklist · evaluator notes

What lands per round

Critical · ship-blockingHigh · in-quarter fixMedium · backlogPer-finding action prompt

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.

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