Visibility · Topic gap92
Publish a fair Ledgerly vs Ramp comparison hub
Ramp is cited on 6 comparison prompts you are absent from
Product · Measure
See exactly how AI answers your market.
Answer Engine Insights tracks your brand's AI visibility across all five engines. Where you show up, who outranks you, which sources AI cites, and how it shifts by platform, market and buyer.
Visibility Score2.0% ▲ 0.5%Rank #54 of 124 tracked brands
Visibility Rank
1
Ramp26.7%
2
Brex25.5%
3
Expensify24%
4
Navan22.6%
54
LedgerlyYou2.0%
The vocabulary
Four numbers tell the story.
Every module below slices the same four metrics a different way: by topic, platform, market, buyer and source.
Visibility Score2.0% ▲ 0.5%
How often your brand appears in AI answers to your tracked prompts.
Rank #54 of 124 brandsShare of Voice0.4% ▲ 0.1%
Your share of all brand mentions in AI answers.
Rank #50 of 118Average Position4.5 ▼ 0.2
Where you rank inside an answer when you appear. Lower is better.
Rank #61 of 124Citation Share1.10% ▲ 0.21%
How often AI cites your domain as a source.
Rank #17 of 628 domainsLive demo data: Ledgerly, an expense management brand, tracked June 22 to 26 across 124 brands and 628 cited domains.
Visibility · Module 01
Know exactly where you stand, and against whom.
Your AI visibility score, tracked against every competitor in your category. Not a vibe, a rank: Ledgerly is #54 of 124.
Visibility Score
How often Ledgerly appears in AI-generated answers.
Current score2.0% ▲ 0.5%Visibility Rank #54 of 124
AssetScoreΔ 4w
1Ramp26.7%▲ 0.8%
2Brex25.5%▼ 0.4%
3Expensify24%▲ 0.3%
4Navan22.6%▼ 0.2%
5
SAP Concur19.4%▲ 0.4%
54LedgerlyYou2.0%▲ 0.5%
Showing top 5 of 124 tracked brands
Then the same score, topic by topic.
One blended score hides where you compete. The topic matrix shows who holds positions 1 to 10 for every topic you track, and where you are absent.
TopicYour position12345678910
Corporate card programsNeeds work
Expense automation#9
Spend managementNeeds work
AP automationNeeds work
Travel & expenseNeeds work
And a straight answer to “what do we fix first?”
Every topic plotted by AI visibility and citation share. Four quadrants, four plays: defend, convert, push or rebuild.
- Strongholds1 topic
- Visibility Leaders1 topic
- Citation Leaders1 topic
- Needs attention4 topics
Defend strongholds, convert visibility into citations, ride citation leaders into mentions, and rebuild where you hold neither.
Also in Visibility · Query fanouts
See the queries behind every answer.
One prompt becomes many searches. AI engines fan each question into a dozen retrieval queries, and those queries pick the sources. See every one, and write for what engines actually search.
PromptQueries
Best corporate card with automated expense management for startups4 fanout variations · 8.4 avg per run42
best corporate card automated expense management startups 2026 real-time receipt capture14
startup corporate card no personal guarantee expense automation accounting sync11
corporate card software automatic expense categorization spend controls SMB9
best startup expense card integrations quickbooks netsuite reimbursements8
How to automate expense reports and reimbursements for a finance team7.2 avg queries per run36
Spend management platform that integrates with NetSuite and QuickBooks6.2 avg queries per run31
Platforms · Module 02
Every engine answers a little differently.
ChatGPT, Google AI Overviews and Perplexity read different sources, so they rank brands differently. Compare your whole category engine by engine and treat a weak platform as a finding, not a mystery.
Matrix view
Visibility Score by brand and platform, whole category.
ChatGPT
Google AI Overviews
PerplexityStrongest platform
Google AI Overviews
2.6% visibility, lifted by review-site citations
Weakest platform
Perplexity
1.4% visibility. It leans on Reddit, where you are absent
Biggest rival gap
ChatGPT
Ramp holds 29.4% vs your 2.2%, mostly via comparison pages
Every metric splits this way: visibility, share of voice, position, citation share and sentiment, per platform.
Regions · Module 03
Your visibility has a geography.
AI answers change with the asker's market and language. Regions runs native-language prompts in every country you sell to, showing where your brand wins and where AI has never heard of you.
Markets
Visibility Score per market, native-language prompts.
MarketFidelityScoreΔ 4w
United StatesHomeNative4.1%▲ 0.3%
United KingdomNative3%▲ 0.1%
CanadaNative2.4%▲ 0.2%
GermanyNative2%–
AustraliaIP-aware1.8%▲ 0.1%
FranceNative1.6%▼ 0.1%Showing 6 of 12 tracked markets
Germany, opened upA different market means different rivals. In German-language answers Ledgerly competes with Moss, Candis and Pliant, not Ramp and Brex, and the citations come from OMR and Trusted Shops, not NerdWallet.
Local rivals · de-DE · Deutsch
Moss19.6%
Candis13.1%
Pliant10.4%
Geo-fidelity is stated per platform: native where the engine localizes itself, simulated where we make it. Small samples are flagged, never hidden.
Personas · Module 04
See which buyers AI hands to you.
One blended score hides who you win. Personas re-runs your prompts in each buyer's voice: founders hear about you often, CFOs never do.
Buyer personaStandingVisibility
SFStartup FounderDiscovering and comparing modern cardsStrong5.2% ▲ 0.6%
OMOffice / Ops ManagerManaging team spend and receiptsGood3.4% ▲ 0.2%
SOSMB OwnerCheap, simple expense trackingFair2.8% ▲ 0.1%
FCFinance ControllerPolicy, approvals and audit trailsWeak1.6% ▼ 0.2%
ECEnterprise CFOConsolidation and multi-entity controlMissing0.4% –
One score per buyer context, from 1,880 persona-voiced runs
Startup Founder, opened up
What this buyer's answers reward, and whether AI associates it with you.
No personal guaranteeStrongRamp
QuickBooks syncStrongLedgerly
Fast setupWeakBrex
Free tier / low costWeakRamp
ChatGPT“Best corporate card with expense automation for a startup”For early-stage startups, the most recommended options are Ramp and Brex, both offering no-personal-guarantee cards with automated expense tracking. Ledgerly is also cited as a lighter-weight alternative with strong QuickBooks sync.
Sentiment · Module 05
How AI talks about you, when it does.
Mentions are half the story. Sentiment reads every AI answer about your brand and splits it into what AI praises, what it criticizes, and the sources feeding the criticism.
Sentiment
How positively AI answers describe Ledgerly, and the themes behind the number.
Positive Sentiment68.7% ▲ 4%Sentiment Rank #2 of 6 tracked brands
Positive68.7%Neutral21%Negative10.3%
Praised
Ease of use34 mentions
“A clean, modern interface that finance teams onboard quickly.”
Automation28 mentions
“Receipt capture and auto-categorization cut month-end close time.”
Value for startups22 mentions
“A strong value pick for startups scaling their spend controls.”
Needs attention
Integrations15 mentions
“A smaller integrations library than older, established rivals.”
Enterprise controls9 mentions
“Seen as light on advanced controls for enterprise finance teams.”
Both criticisms route to Action Center with a drafted fix →
Benchmarked, like everything else
Positive-sentiment share across the competitive set. Praise is relative too.
What's driving the negatives
Every criticism traced to its source, down to the review AI keeps quoting.
“Ledgerly nails the basics, but we couldn't connect it to NetSuite. Month-end still means manual CSV exports.”
Mid-Market review · May 2026 · cited by ChatGPT, Perplexity“Love the UI, but the Zapier connection is half-baked and there's no QuickBooks Desktop support.”
r/accounting · May 2026 · cited by Perplexity“Approval chains are basic and there's no multi-entity support. Fine for SMB, not for us.”
Enterprise review · May 2026 · cited by ChatGPTCitations · Module 06
The sources that decide the answers.
AI answers are built from sources. Citations shows which domains, page formats and channels engines cite for your market, which is exactly where you need to show up.
Citation Share
How often ledgerly.co is cited by AI-generated answers.
Current share1.10% ▲ 0.21%Rank #17 of 628 cited domains
Citation CategoriesShare of all 3.7k citations, by source category
Other67.8%Earned Media21.9%Social8.8%Owned1.1%Institution0.3%PR Wire0.15%
Two thirds of the citations in your market come from the long tail. The named categories are where you can actually move.
Citation composition
Which content formats and channels shape the answers you appear in.
By content typeThe page formats AI answers cite most
May 24May 31Jun 7Jun 14Jun 21
BlogComparisonGuideReviewForumDocs
By channelWho owns the pages doing the citing
May 24May 31Jun 7Jun 14Jun 21
OwnedCompetitorEarnedReview SiteUGC
Top citation domains
The websites engines trust for your category, ranked.
RankDomainCategoryShare
1
reddit.comSocial5.84%▲ 0.42%
2
g2.comEarned Media3.59%▲ 0.18%
3
nerdwallet.comEarned Media3.1%▲ 0.31%
4
capterra.comEarned Media2.9%▲ 0.05%
5
forbes.comEarned Media2.58%▲ 0.22%
6ramp.comCompetitor2.41%▼ 0.12%
12ledgerly.coYouOwned1.1%▲ 0.21%
628 cited domains this period
Down to the exact URL
Every page AI leans on, with who gets named on it.
ListicleEarnedNames Ramp, Brex, Expensify +2
BlogCompetitorNames Brex, Expensify, Navan
ReviewReview SiteNames Ramp, Brex, SAP Concur
ForumUGCNames Ramp, Brex, Pleo
ComparisonOwnedNames Ramp
From insight to action
Every module ends the same way: with a move.
Findings don't sit in charts. Each one becomes a scored action in Action Center, with the evidence attached, a draft ready to ship, and re-checks until the result is real.
Citations · Source gap88
Get listed in the G2 Expense Management category
g2.com is cited 188 times in your market; you have no profile
Sentiment · Needs attention76
Answer the integrations objection on /integrations
3 sources feed the criticism AI repeats in 15 mentions
- 01Detect
- 02Prioritize
- 03Ship
- 04Verify
“We stopped arguing about whether AI search matters and started arguing about which market to fix first. Germany was invisible; we saw it, shipped local comparisons, and watched the line move.”
Questions
Asked plainly.
What is Answer Engine Insights?
Prefer's AI search monitoring module. It tracks how ChatGPT, Gemini, Google AI Overviews, Google AI Mode and Perplexity answer your buyers' questions, then reports brand mentions, share of voice, position, sentiment and the sources each answer cites, by topic, platform, market and buyer. It is the Measure half of the platform; every finding routes to Action Center.
Is this an AI brand monitoring tool?
Yes, for the part of brand monitoring that happens inside AI answers. Prefer records every mention of your brand and your named competitors in ChatGPT, Gemini, Google AI Overviews, Google AI Mode and Perplexity, with the sentiment and the exact wording, and shows which sources fed each mention. It does not monitor social media or the open web; it monitors what the answer engines say and cite.
How is this different from an AI rank tracker?
A rank tracker reports a position. Answer Engine Insights reports the mention, the citation and the source behind each answer separately, because being named and being the source are different wins, and benchmarks each against the competitors you choose. Prefer then turns the gap into a scored action rather than leaving it as a chart.
Which AI platforms does it track?
ChatGPT, Gemini, Google AI Overviews, Google AI Mode and Perplexity on every paid plan, and Prefer Enterprise adds every other AI model you need, such as Claude, Microsoft Copilot, Grok, Meta AI, DeepSeek and Qwen. Every metric splits per platform, because each engine reads different sources and ranks brands differently.
How is AI visibility measured?
From your tracked prompts. Each prompt fans out into the retrieval queries engines really run, executes on each platform, and every answer is parsed for brand mentions, rank position, sentiment and cited sources.
What is the difference between visibility and citation share?
Visibility counts how often AI names your brand in answers. Citation share counts how often AI cites your domain as a source. You can be named without being cited, and the gap between the two is usually the strategy.
Can I track AI visibility by market or buyer persona?
Yes. Regions runs native-language prompts per market. Personas re-runs your prompts in each buyer's voice. Both ship on the Enterprise plan.
How do I improve my AI visibility?
Close the gaps this page finds: publish the comparison pages AI cites, get listed on the review sites it trusts, and fix the criticism it repeats. Every finding routes to Action Center as a scored action with a draft and a measured outcome.
Get your free AI visibility report
in about 10 minutes.
See how answer engines describe your brand today, and where the openings are to outpace the competition.