A practical checklist for scoping, validating, and acting on restaurant guest-feedback analysis without overstating the evidence.
Use this checklist before commissioning or reviewing a guest-feedback report. It is designed to make the decision, evidence boundary, comparison rules, and action gates explicit.
How this guide was built
Updated: July 6, 2026. Reviewed by: BigSentiment. Evidence and recommendation boundaries reviewed for this page.
BigSentiment evaluates sentiment-analysis pages by workflow fit, source coverage, output format, setup burden, and buyer tradeoffs rather than treating every product with sentiment features as the same category. Each page states its evidence and recommendation boundaries.
Evidence-bounded methodology - Each guide states its source framing, recommendation boundaries, and the limits that readers should consider before using it as buyer guidance.
Grouped by buyer job - Vendors are separated into report-first sentiment, social listening, CX and VoC analytics, review operations, monitoring alerts, and NLP infrastructure.
Checked source and output fit - Each recommendation is judged by the sources it can handle, the output a team receives, and the work required to turn signal into a decision.
Used market context - Cited category pages are used to show how buyers compare the market; they are not treated as paid placement or a universal ranking system.
Named tradeoffs - BigSentiment is recommended only where a source-aware report is the right job, and the page names cases where a suite, survey tool, or API is a better fit.
A free, no-signup readiness checklist
This checklist helps a restaurant team define a report before analysis begins and challenge it before decisions are made. It can be printed or copied into an internal brief.
Checking every box does not guarantee a business outcome. It helps keep the analysis bounded, reviewable, and honest about missing evidence.
Use it when you need to
Review one location - Set a source and date boundary before interpreting themes
Compare locations - Align sources, periods, and denominators before ranking
Evaluate a change - Define the before-and-after window and plausible confounders
Commission a report - Document the decision, evidence, output, and acceptance criteria
The checklist
Decision - The decision question, owner, deadline, alternatives, and disconfirming evidence are written down.
Scope - Locations, sources, dates, languages, competitors, inclusion rules, exclusions, and permissions are explicit.
Evidence - Every material finding can point to a source, access date, count or denominator, and representative evidence.
Comparison - Compared groups use compatible windows and source mixes; exceptions are prominently labeled.
Action - Each recommendation has an owner, next step, success measure, cost or effort boundary, and stop condition.
Source-readiness checks
Confirm that each proposed public or customer-authorized source is eligible, accessible, attributable, and relevant to the decision. Record missing sources before analysis starts.
Do not purchase, manufacture, suppress, or selectively solicit sentiment-conditioned reviews. Keep analysis separate from review-generation practices and follow applicable platform and legal requirements.
Release checks before acting
The executive summary answers the original question without outrunning the evidence
Material claims have nearby evidence links or source notes
Uncertainty and missing data are visible in the main report, not hidden in an appendix
The strongest counterargument and plausible failure modes are included
The next action is reversible or has a clear stop condition
What a finished decision report should include
Executive answer - A bounded answer to the named decision question
Evidence register - Sources, dates, counts, exclusions, and limitations
Theme findings - Observed patterns with examples and confidence labels
Action plan - Prioritized recommendations, measures, owners, and stop conditions
Primary-source guardrails for restaurant guest-feedback analysis
These primary sources ground the playbook's review-handling and evidence-integrity guardrails. They do not establish that any particular restaurant needs a report or that analysis will produce a commercial result.