Private report · 2026-10-26

AI answer report for

What AI tells buyers about Northwind Ledger

northwind-ledger.example · invoicing software for small agencies · 6 buyer questions · AI assistant with live web search (sample)

3 / 6answers name you
0recommend you
1doubt you
3competitors named

What matters

Named in 3 of 6 answers, recommended in 0.

When buyers compare, the AI recommends two competitors and calls your pricing page unclear.

No independent customer proof was cited anywhere; every source the AI used about you was your own site.

Every answer, word for word

Exactly as returned. Labels are ours; each points at the quote it is based on. Raw files are in your repository under raw/.

Category
“What is the best invoicing software for a 10-person agency?”
Left out
“For small agencies, the most commonly recommended options are Brightbill and Ledgerly…”
Sources the AI read: brightbill.example/pricing, review-site.example/invoicing
Category
“Invoicing tool with time tracking built in?”
Mentioned
“Northwind Ledger also offers time tracking, though fewer reviews are available.”
Sources the AI read: northwind-ledger.example/features
Comparison
“Northwind Ledger vs Brightbill?”
Doubted
“Brightbill is the safer choice. Northwind Ledger's pricing is not clearly listed, and its claims are mostly self-reported.”
Sources the AI read: northwind-ledger.example, brightbill.example
Comparison
“Alternatives to Ledgerly for agencies?”
Left out
“Consider Brightbill or Paymint…”
Sources the AI read: review-site.example/alternatives
Brand
“Is Northwind Ledger legit?”
Mentioned
“It appears to be a legitimate company, but I couldn't find independent customer reviews.”
Sources the AI read: northwind-ledger.example/about
Brand
“Northwind Ledger reviews”
Left out
“I couldn't find reviews for Northwind Ledger on major review sites.”
Sources the AI read: none cited

Who the AI named instead

Counted only from the answers above. We don't rank anyone.

CompanyTimes namedTimes recommended
Brightbill31
Ledgerly20
Paymint10

What to do next

  1. Get 3 customers to confirm a concrete result (e.g. hours saved on invoicing). We seal and publish them on your proof page.
  2. Put your prices in plain text on your pricing page; the AI said it could not find them.
  3. Re-check monthly: we'll ask the same 6 questions on the first Monday of each month and show what changed.

We can't make any AI say something. We show you what it says, and publish proof anyone can check.

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