Competitor profile
Ledgerloop
Early-stage entrant, mostly surfaces on pricing-sensitive prompts.
ledgerloop.com4.8% share of voiceWins 1 tracked prompts
Their share of voice
0.4 pts4.8%
Yours is 14.2%
Their visibility score
33
Yours is 61
Their mention rate
19%
Yours is 38%
Demand on prompts they win
1,900
Across 1 tracked prompts
Side by side
Where they lead and where you do
| Measure | Harborflow | Ledgerloop | Leader |
|---|---|---|---|
| Share of voice | 14.2% | 4.8% | You |
| Visibility score | 61 | 33 | You |
| Mention rate | 38% | 19% | You |
| Citation rate | 22% | 9% | You |
| Avg position | #3.4 | #5.2 | You |
Why they win
- Free tier mentioned in budget prompts
Profile
- Domain
- ledgerloop.com
- Avg position
- #5.2
- Citation rate
- 9%
- Share trend
- 0.4 pts
Mention rate by engine
Them versus you on each engine
- ChatGPT — Ledgerloop21%
- ChatGPT — youYou41%
- Gemini — Ledgerloop17%
- Gemini — youYou34%
- Perplexity — Ledgerloop24%
- Perplexity — youYou44%
- Claude — Ledgerloop14%
- Claude — youYou29%
- Copilot — Ledgerloop11%
- Copilot — youYou24%
Sources that cite them
Open a source to see which prompts it feeds
- ledgerloop.com33Never mentions you
- producthunt.com14Never mentions you
Prompts Ledgerloop wins
Buyer questions where this brand is recommended. The badge shows whether any engine named you at all in that answer.
| Buyer question | Stage | You | Why they win it | Volume |
|---|---|---|---|---|
| Cheapest AP automation tools for a small finance team | comparison | Not mentioned | Direct evidence that the missing pricing page costs us inclusion — the engine names the reason. | 1,900 |
How to contest this
The gap against Ledgerloop is concentrated in published pricing and community presence. The matching recommendations are already in your plan — see GEO recommendations.