AI answer visibility audit: Ledgerline
Limits first: these are 20 answers you collected on one day. Assistant answers vary by session, account, location and day, so results move. Every figure below is a count from this sample, not market share. I did not run either assistant; I scored only the text you pasted and wrote no answers. All answers are marked fictional test data in your input.
1. Method: date, assistants, question count
| Item | Value |
|---|---|
| Audit type | Full audit (10 questions per assistant, the minimum) |
| Date answers collected | 2026-10-27 (per your input) |
| Date scored | 2026-10-29 |
| Assistants | ChatGPT, Perplexity (answers pasted by you) |
| Question count | 10 (list approved by you) |
| Answers scored | 20 |
| Brand facts used for error checks | "Ledgerline, ledgerline.test, bookkeeping software for freelancers" |
| Competitors tracked | QuickBooks, FreshBooks, Wave |
Scoring notes: "QuickBooks Self-Employed" counts as QuickBooks; "FreshBooks Lite" counts as FreshBooks. Zoho Books (ChatGPT, Q5) is not a tracked competitor; it is listed but not counted. Sentiment is positive only when the answer praises or recommends; a plain listing is neutral.
2. Visibility table per assistant
Per answer
| Q | Question | ChatGPT: Ledgerline (position) | ChatGPT: brands in order | Perplexity: Ledgerline (position) | Perplexity: brands in order | Perplexity citation |
|---|---|---|---|---|---|---|
| 1 | best bookkeeping app for freelancers | No | QuickBooks, FreshBooks, Wave | Yes (3), neutral | Wave, FreshBooks, Ledgerline | reviewsite.test |
| 2 | free bookkeeping software for freelancers | No | Wave | Yes (2), neutral | Wave, Ledgerline | ledgerline.test/pricing |
| 3 | QuickBooks vs FreshBooks for freelancers | No | QuickBooks, FreshBooks | No | QuickBooks, FreshBooks | reviewsite.test |
| 4 | alternatives to QuickBooks for freelancers | Yes (3), neutral | FreshBooks, Wave, Ledgerline | No | FreshBooks, Wave | compareapps.test |
| 5 | alternatives to FreshBooks | No | QuickBooks, Wave, (Zoho Books) | Yes (2), neutral | Wave, Ledgerline, QuickBooks | reviewsite.test |
| 6 | how do freelancers track expenses for taxes | No | QuickBooks | Yes (1), positive | Ledgerline, QuickBooks | taxblog.test |
| 7 | cheapest bookkeeping app for a one person business | Yes (2), wrong | Wave, Ledgerline | No | Wave, FreshBooks | compareapps.test |
| 8 | is Wave good for freelancers | No | Wave | No | Wave, FreshBooks | reviewsite.test |
| 9 | bookkeeping app that handles invoices and expenses | No | FreshBooks, QuickBooks | Yes (3), neutral | FreshBooks, QuickBooks, Ledgerline | compareapps.test |
| 10 | how to set up bookkeeping as a new freelancer | No | QuickBooks, Wave | No | Wave | taxblog.test |
ChatGPT showed no citations in any of its 10 answers.
Share of answers mentioning each brand (counts from this sample)
| Brand | ChatGPT (10) | Perplexity (10) | Overall (20) |
|---|---|---|---|
| Ledgerline | 2 (20%) | 5 (50%) | 7 (35%) |
| Wave | 7 (70%) | 7 (70%) | 14 (70%) |
| QuickBooks | 6 (60%) | 4 (40%) | 10 (50%) |
| FreshBooks | 4 (40%) | 6 (60%) | 10 (50%) |
Ledgerline position when mentioned: ChatGPT 3 (Q4) and 2 (Q7); Perplexity 3, 2, 2, 1, 3 (Q1, Q2, Q5, Q6, Q9). First position once (Perplexity, Q6).
3. Errors to verify
| # | Assistant, question | What it said | Compared with your description | Status |
|---|---|---|---|---|
| 1 | ChatGPT, Q7 | "Ledgerline is an enterprise accounting suite." | You describe Ledgerline as bookkeeping software for freelancers. | Likely wrong; to verify with the brand |
| 2 | Perplexity, Q2 | "Ledgerline has a free tier" (cites ledgerline.test/pricing) | Your description does not mention pricing. | Not covered by your facts; to verify with the brand |
| 3 | Perplexity, Q6 | Ledgerline "can sort expenses by tax category" | Your description does not mention this feature. | Not covered by your facts; to verify with the brand |
| 4 | Perplexity, Q1 | "a newer option aimed at freelancers" | Consistent with "for freelancers"; "newer" not covered by your facts. | Consistent; "newer" to verify if it matters |
4. Gap list with content fixes
Gaps are answers where a tracked competitor appears and Ledgerline does not. I am not claiming why an assistant left Ledgerline out; these fixes give assistants material to cite.
| Q | Gap in | Competitors present | Content fix |
|---|---|---|---|
| 1 | ChatGPT | QuickBooks, FreshBooks, Wave | Comparison page: Ledgerline vs QuickBooks, FreshBooks and Wave for freelancers; third party review presence |
| 2 | ChatGPT | Wave | Pricing page clarity: state plainly whether a free tier exists (Perplexity cited ledgerline.test/pricing for this) |
| 3 | ChatGPT, Perplexity | QuickBooks, FreshBooks | Comparison page covering QuickBooks vs FreshBooks vs Ledgerline for freelancers |
| 4 | Perplexity | FreshBooks, Wave | "Alternatives to QuickBooks" page; presence on compareapps.test, which Perplexity cited |
| 5 | ChatGPT | QuickBooks, Wave | "Alternatives to FreshBooks" page |
| 6 | ChatGPT | QuickBooks | How to guide: tracking freelancer expenses for taxes (taxblog.test is cited for this topic) |
| 7 | Perplexity (absent); ChatGPT (present but wrong) | Wave, FreshBooks | Pricing page clarity and a structured FAQ stating who Ledgerline is for, to counter the "enterprise" description |
| 8 | ChatGPT, Perplexity | Wave, FreshBooks | Comparison page: Ledgerline vs Wave; third party reviews on reviewsite.test |
| 9 | ChatGPT | FreshBooks, QuickBooks | Structured FAQ or feature page on invoices and expenses in one app |
| 10 | ChatGPT, Perplexity | QuickBooks, Wave | How to guide: setting up bookkeeping as a new freelancer |
13 gap answers in total: ChatGPT 8 (Q1, Q2, Q3, Q5, Q6, Q8, Q9, Q10), Perplexity 5 (Q3, Q4, Q7, Q8, Q10).
5. Recurring cited domains
Only Perplexity showed citations. Domains cited in two or more answers:
| Domain | Answers citing it | Ledgerline mentioned in those answers |
|---|---|---|
| reviewsite.test | 4 (Q1, Q3, Q5, Q8) | 2 of 4 (Q1, Q5) |
| compareapps.test | 3 (Q4, Q7, Q9) | 1 of 3 (Q9) |
| taxblog.test | 2 (Q6, Q10) | 1 of 2 (Q6) |
ledgerline.test was cited once (Q2), so it does not count as recurring. These three domains are the places to earn mentions or reviews.
Needs your decision
- Approve before anyone contacts reviewsite.test, compareapps.test or taxblog.test to request a mention, or contacts any site about the ChatGPT "enterprise accounting suite" description. No site has been contacted.
- Confirm the three facts in Errors to verify (free tier, tax category sorting, "newer") so the next run can score them as correct or wrong.