Data sources

Data source

Customer reviews

Public customer proof from Capterra software listings and Trustpilot — ratings footprint, distribution texture, and qualitative themes when available.

12 structured Capterra patterns — plus Trustpilot texture

  • Capterra
  • Trustpilot

Presence is a gate. Texture is prioritization.

Ratings footprint

Whether we find a usable public listing with rating and review-count evidence — or an honest miss / thin extract.

Review texture

Star distribution, listing extras, and Trustpilot themes when the Deep Check lane returns them.

How review evidence stacks

Three layers — bind the listing, read rating and volume, then see distribution and qualitative texture.

1
Profile Found / thin / not found
2
Ratings & volume Score + review count
3
Texture Distribution · themes · replies
  • Self-selecting Ratings are not a representative quality census.
  • Two lanes Capterra is structured checks; Trustpilot is qualitative honesty.

Three questions we ask of review language

  1. Who is speaking? Organisational buyers versus consumers — often visible in the directory itself, and in how reviewers describe themselves.
  2. What broke or delighted them? Defects, returns, cancellation traps, service failure, felt-tricked-into-a-subscription language.
  3. What does the listing prove by existing? A B2B software directory versus a consumer review site is itself information — a proxy, not a rating.

No profile in this pass is unknown — not “no customers.”

Capterra footprint

Do we retrieve a usable Capterra profile extract for this company?

  • Profile found

    Usable profile extract retrieved — not a verdict on product quality or market leadership.

  • Extract thin

    A page returned but rating, count, or core fields were not usable — not proof of no listing forever.

  • Not found

    No matching Capterra URL in this discovery pass — expected often outside software.

Not found is common for non-software companies — not proof of illegitimacy or zero customers.

Ratings & volume

Overall rating and total review count when the observed profile returns them — snapshots, not maturity bands.

  • Overall rating

    Numeric overall rating on the listing when present — self-selecting sample.

  • Review count

    Total reviews reported on the profile — volume snapshot, not an influencer tier.

Listing texture

Extras on the Capterra profile when disclosed — commercial and competitive cues, not contract truth.

Star distribution

Whether per-star counts parse from the listing — useful texture beside the overall average.

  • Distribution observed

    At least one star-level count parseable — still not a representative census.

  • Distribution unavailable

    Star counts missing or unparseable — rating or total count may still exist.

Listing extras

  • Pricing disclosed

    A starting-price string is shown — not an FX-normalized quote or signed contract.

  • Free trial

    Profile claims a free trial — vendor claim, not proof for every segment.

  • Free version

    Profile claims a free version — same vendor-claim caveat as trial.

  • Reviewer demographics

    Industry, size, title, or location lists present — not a statistically valid ICP census.

  • Alternatives listed

    Alternatives appear on the profile — not a competitive win/loss record.

Trustpilot texture

Themes and TrustScore when a page is found — not Signal Check atoms.

Deep Check lane

Qualitative themes when a page returns

  • TrustScore & volume When the page returns them
  • Claimed profile Platform claim
  • Praise themes Recurring positives
  • Complaint themes Recurring friction
  • Company replies Response style when visible
  • Not found Discovery miss ≠ bad company

Trustpilot evidence is narrative research texture. Absence of a profile is lack of data in this pass — not a negative quality verdict.

In a verified fit

Northline Analytics

Example findings · illustrative

  • Capterra profile found This week
    1.5 1.8

    Usable Capterra listing bound with overall rating and review count.

    Public customer proof footprint confirmed on a software listing.

  • Star distribution observed This week
    1.2 1.6

    Per-star counts parse on the listing beside the average.

    Texture beyond a single average — still a self-selecting sample.

  • Trustpilot praise themes This month
    1.1 1.4

    Trustpilot page returns recurring praise themes in the research extract.

    Qualitative customer voice available — not a structured atom.

Boundaries & method

  • Self-selecting review samples ≠ product quality truth, market leadership, or ICP fit.
  • Capterra not found is common outside software — not illegitimacy or zero customers.
  • No rating trajectory, influencer tiers, or Hot/Warm volume bands.
  • Pricing string on a listing ≠ FX-normalized contract value.
  • Free trial / free version flags are vendor claims.
  • Reviewer demographic lists ≠ statistically valid ICP census.
  • Alternatives listed ≠ win/loss outcomes.
  • Trustpilot themes are Deep Check narrative — not Signal Check catalogue atoms.
  • Trustpilot miss ≠ negative quality signal.
  • Customer reviews ≠ employee reviews (→ Employee voice).
  • Customer reviews ≠ Ad Library social proof.
  • G2 is not in this guide.