New-driver cover
Why AI picks it
- States discount eligibilityCoverlyn Insurance website
- Lists state availabilityCoverlyn Insurance guide
ChatGPT says
“States who can get a new-driver discount.”
Drivers ask AI which cover fits, and it answers with a shortlist. Trakkr shows which carriers make it, which evidence matters, and where your approved facts are missing.
Buyers ask the same thing a hundred ways, and each question gets its own picks. Track the questions that matter and see how far you are from the top.
Hedgora Mutual 4th, in 14 of 40
Hedgora Mutual 1st, in 37 of 40
Hedgora Mutual 2nd, in 31 of 40
Hedgora Mutual 2nd, in 30 of 40
Hedgora Mutual 4th, in 21 of 40
Hedgora Mutual 4th, in 14 of 40
40 AI answers per question. Height shows how many named each brand.
Explore the evidenceTrakkr reads the pages behind every pick. When AI can’t find what it needs, Trakkr writes the fix and ships it once you approve.
Why AI picks it
ChatGPT says
“States who can get a new-driver discount.”
New drivers under 25 save up to 15% with a good-student discount. Policyholders rate our claims service 4.6 out of 5.
Use your connected Google Analytics property to see AI referral visits, recorded quote events and the event values your team has configured. A quote value is not premium revenue.
30 days · Recorded quote events
Mini bars show 30 days of AI visits.
Google Analytics attributionInsurance discovery starts with a specific need. The answer is valuable because it decides which carrier, broker or source the buyer investigates next.
Recommendation-led
A buyer asks one detailed question and receives a compact set of carriers, brokers and reasons to consider them.
Jurisdiction-specific
Licence status, product availability, required wording and complaint information cannot be flattened into one national claim.
Life-event driven
An older home, a teen driver, a new business or a long trip creates the question and the evidence an answer must resolve.
Trust-shaped
Regulators, publishers, reviews, local profiles and communities can confirm, qualify or contradict the carrier story.
Switch views to see how Trakkr breaks down visibility for insurance carriers and brokerages, from the market to the work that moves it.
Keep line, state, life event and distribution channel attached. A blended national score cannot explain why one programme wins and another disappears.
Home
New York
Older home
Useful property guidance is weakened by one broad availability claim.
Personal auto
Texas
Family adding a teen driver
Educational guidance earns trust, while local broker evidence is thin.
Small business
Illinois
New contractor seeking liability cover
The quote route exists, but useful risk and licence context is missing.
Travel
United States
90-day multi-country trip
Trip-length guidance is visible, but source citations skew to publishers.
Broker discovery
Florida
Independent broker versus direct carrier
Broker profiles carry licence proof, but explain little about the buying process.
Executive signal to market diagnosis
Small-business liability in Illinois has the largest gap: 21 tracked prompts omit Hedgora.
Carrier versus broker view
Hedgora Mutual
Carrier
Visibility
62.4
State truth
71%
Strongest signal
Owned product education
Fieldstone Brokerage
Independent brokerage
Visibility
56.7
State truth
83%
Strongest signal
Local licence and review proof
Acorn Direct
Direct carrier
Visibility
68.1
State truth
76%
Strongest signal
Clear state landing pages
Harbourline Insurance
Carrier
Visibility
51.9
State truth
64%
Strongest signal
Small-business guides
Select a buyer question and an AI engine. The position, source set, missing evidence, alternative and likely next event change together.
The prompt, engine, market and date stay attached so a change can be explained and reviewed.
Buyer intent
Understand which providers may fit an older property and what facts need checking.
Hedgora is mentioned for older-home education, but the answer qualifies its fit because state availability and property review are not stated consistently.
Hedgora older-home guide
Carrier page
NAIC homeowners guidance
Regulator
Acorn New York page
Carrier page
Evidence gap
The carrier page and broker directory describe different geographic scope.
Recommended work
Publish one approved state-specific explainer and align the broker directory to it.
Regulators, publishers, profiles, reviews and communities can support or contradict the product story. Trakkr shows which layer shaped the answer.
Source in the answer set
Hedgora
Peer set
Owned
Product education is useful, but two state claims drift from current scope.
Distribution
Licence links are present; county and line-of-business facts are incomplete.
Regulator
Authoritative consumer guidance and licence records anchor many answers.
Publisher
Hedgora has little fresh comparison coverage for older homes and contractors.
Trust
Service praise helps auto prompts; unresolved travel themes weaken trust.
Local
Broker locations exist, but appointment and line facts do not agree.
Community
Older comments repeat a retired programme name without a current correction source.
Evidence diagnosis
4 evidence gaps
Hedgora has strong owned education. State precision, broker profiles and independent corroboration decide whether that education becomes a recommendation.
See the published fact, the answer version, affected prompts and required review route without turning measurement into coverage advice.
Published truth
The carrier page limits the programme to selected areas and case-by-case review.
Answer version
One answer drops both qualifications and reads as statewide availability.
Approval route
Product + state compliance
7 prompts affected
Published truth
The broker directory currently lists 12 counties.
Answer version
Two engines repeat the older 14-county figure from a stale profile.
Approval route
Broker marketing
4 prompts affected
Published truth
The help centre and claim page state the same service route.
Answer version
The answer matches the published service fact and links to the current page.
Approval route
Claims operations
3 prompts affected
This module compares answer wording with approved source text. It does not decide what a policy covers.
Every work item begins with an observed prompt or source gap and ends with a named approval route.
Recommendations are drafts until the named product, legal, compliance or distribution owner approves them.
8 open · 5 high priorityState scope and broker-directory wording conflict.
Approval route
Product + compliance
New York · Home
The quote form provides no useful educational evidence.
Approval route
Commercial content
Illinois · Small business
Counties, appointments and lines do not agree.
Approval route
Broker marketing
Florida · Distribution
National education is detached from jurisdiction-specific truth.
Approval route
SEO + state compliance
Four priority states
Organisation, service area and profile facts use different records.
Approval route
Engineering
Carrier and broker directories
Public support content does not resolve recent review questions.
Approval route
Claims operations
Travel + Auto
The method preserves context and separates measurement from policy interpretation, pricing, availability and eligibility.
Group prompts by line of business, state, life event, buyer type and route to market.
Preserve the engine, prompt, location, date, entities, order and wording for each run.
Measure carrier, brokerage, product-truth and consumer-trust evidence independently.
Capture owned pages, regulators, publishers, directories, reviews and communities behind the answer.
Recommend a specific evidence change and send it to the required business and compliance owners.
Trakkr does not provide coverage advice.
Every answer and figure in the examples on this page is made up to show how Trakkr works, including those for real brands. The other company names are made up too.
What carriers and brokerages need to know.
No. Trakkr measures how AI systems mention, compare and cite insurance entities. It does not recommend a policy, interpret coverage, quote a premium or decide whether someone is eligible. Product and jurisdiction questions should go to the carrier, a licensed professional or the relevant insurance department.
The Agent answers from our docs, methods and pricing, and links to the source.
Add your website and the questions your buyers ask. Track the answers, inspect the evidence and decide which changes to make.
Every question your buyers askchecked daily in eight AI models