Commerce reviews software selection without a bloated shortlist

What to take away

Start with the workflow you already run

Before you score anything, write down how reviews move through your business. Who approves a response? How long does a negative review sit before someone acts? A Leeds homeware brand with two support staff needs different tooling from a retailer with a dedicated moderation team.

List the five tasks that consume the most time each week. Those tasks become your scoring criteria. If moderation eats eight hours a week, moderation tooling should carry a heavy weight. If collection volume is the bottleneck, prioritise invitation automation.

This step also exposes vendors considered for the wrong reasons. A platform recommended by a peer may not fit your returns process.

Examples to screen include Trustpilot, Reviews.io, Feefo, Yotpo, Bazaarvoice, Judge.me, PowerReviews and Shopper Approved. These are candidates to investigate, not endorsements or scored results; apply the same requirements and ask each supplier for evidence.

For a wider view of how collection, moderation and reporting fit together, the commerce reviews tools and supplier guide for 2027 maps the categories you will be choosing between.

Build a weighted scoring rubric

Assign each requirement a weight from one to five, then score every vendor from zero to five. Multiply weight by score for a total per row. This keeps the conversation about evidence rather than preference.

The table below is an illustrative template for a mid-sized England retailer, not a scored comparison of named products. Treat Vendor A, Vendor B and Vendor C, and every displayed score or total, as placeholders: enter evidence from your own shortlist and recalculate each weighted total before using the rubric.

Because Vendor A, Vendor B and Vendor C are placeholders, this example does not establish which supplier wins. In your own rubric, check whether moderation, integration, consent and Google ingestion meet your must-have requirements; a total should not override a failed critical requirement.

How to test Google review ingestion

The Places API documentation for Google Maps Platform sets out the available review data and the conditions on using it. Ask each vendor which API version and fields it relies on, how often it refreshes data, and what storage or caching limits apply; verify the answers against current Google documentation.

How to weight consent and rights

UGC rights are easy to overlook until a reviewer asks for deletion. The ICO guidance on individual rights covers access, erasure and objection requests your platform must support. Score vendors on how quickly they action a deletion across collected, syndicated and displayed reviews.

Check claims and endorsements before you sign

Any incentive you offer for a review, and any endorsement you display, falls under advertising rules. The CAP Code for non-broadcast advertising covers testimonials and endorsements, including how claims must be evidenced. Ask each vendor how their templates handle incentivised reviews and whether they flag them.

If you are comparing two finalists on cost and capability, the commerce reviews supplier comparison in England sets out the questions that separate similar quotes.

Run a two-week pilot before you commit

A pilot with real traffic beats any demo. Pick one product category, run collection for fourteen days and measure response rate, moderation time and display performance. Record any workflow gap before renewal.

Set a written pass mark before the pilot starts. For example, pass only if the category completes the agreed collection-to-display workflow, staff can handle moderation within the target you set, and a test deletion is handled wherever your process requires. Record results against the criteria agreed before the pilot; do not set the pass mark after seeing them.

Common questions

How many vendors should be on a shortlist?

Three is usually enough. More than five makes scoring unwieldy and rarely changes the outcome.

Should price be a weighted criterion?

Yes, but weigh it against total cost of ownership, including moderation staff time and integration work.

How long should a selection take?

Six to ten weeks from requirements to signed contract is typical for a mid-sized retailer, including a two-week pilot.

What disqualifies a vendor outright?

Failure to support erasure requests, or an inability to explain Google review ingestion, should remove a vendor from consideration.