Monthly AI Visibility Reporting: Measure What Matters in AI Search

What Is Monthly AI Visibility Reporting?

Monthly AI Visibility Reporting is a recurring measurement service that tracks your business’s presence in AI-generated answers over time and provides the data you need to make informed optimisation decisions. Each month, we re-run prompt tests across all major AI platforms, analyse your Google Business Profile performance, track review metrics, measure AI referral traffic in GA4, benchmark against competitors and calculate your updated AI Visibility Score. You receive a detailed report and a 60-minute strategy call to walk through the findings and plan next steps.

This is not a vanity metrics report. Every data point connects to a specific action. If your score drops in one category, we identify why and recommend the fix. If it improves, we know which activities drove the change and can double down. Measurement without action is a waste of money; measurement with a clear action framework is how you win in AI search.

For context on the overall discipline, see our guide on what is AI SEO.

The AI Visibility Score: Your North Star Metric

At the core of every monthly report is your AI Visibility Score, a composite metric from 0 to 100 that captures how visible and recommendable your business is across AI platforms. The score is calculated from five weighted categories:

Category	Weight	What It Measures
AI Mentions	25%	Frequency and accuracy of AI platform citations
GBP Health	25%	Profile completeness, activity and engagement
Reviews	25%	Volume, velocity, sentiment and response rate
AI Traffic	15%	Referral visits from AI platforms to your website
NAP Consistency	10%	Directory accuracy across the web

This weighting reflects the relative influence each category has on AI recommendation decisions based on our research and testing across dozens of Malaysian businesses.

How the Score Is Calculated

AI Mentions (25 points maximum): We run 20 to 40 prompts across ChatGPT, Google Gemini, Perplexity and Microsoft Copilot each month. For each prompt, we record:

• Whether your business is mentioned (1 point per mention).
• Whether the mention is accurate (bonus 0.5 points for correct information).
• Whether a link to your website is provided (bonus 0.5 points).

The raw mention count is normalised to a 25-point scale based on the total prompts tested.

GBP Health (25 points maximum): We score your Google Business Profile across 10 field categories, each worth 2.5 points:

• Primary and secondary categories (correct and complete).
• Business description (entity-rich, AI-optimised).
• Services section (all services listed with descriptions).
• Photos (10+ photos, updated within 90 days).
• Posts (at least 1 post in the last 7 days).
• Q&A (15+ seeded questions with authoritative answers).
• Attributes (all relevant attributes filled).
• Hours (accurate and updated for holidays).
• Products (if applicable, all listed).
• Reviews (response rate of 90%+).

Reviews (25 points maximum): Review scoring combines four factors:

• Velocity (10 points): 5+ reviews/month = full points, scaled linearly below that.
• Average rating (5 points): 4.5+ stars = full points.
• Response rate (5 points): 100% responses = full points.
• Response time (5 points): Under 24 hours average = full points.

AI Traffic (15 points maximum): Measured through GA4 AI referral tracking:

• Points awarded based on month-over-month growth in AI referral sessions.
• Baseline established in first month; subsequent months scored on growth percentage.
• 15% or more monthly growth = full points.

NAP Consistency (10 points maximum): Based on our directory audit:

• 10 points for 95%+ consistency across all tracked directories.
• Points deducted linearly for each inconsistency found.

Score Interpretation

Score Range	Interpretation	Typical Action
0-20	Invisible to AI	Foundation work needed (GBP, NAP, entity)
21-40	Emerging presence	Content and review velocity programmes
41-60	Moderate visibility	Optimisation and community presence
61-80	Strong visibility	Competitive defence and expansion
81-100	Market leader	Maintain and innovate

What Each Monthly Report Contains

Section 1: Executive Summary

A one-page overview containing:

• Current AI Visibility Score with month-over-month change.
• Score breakdown by category with trend arrows (up, down, stable).
• Top 3 wins from the past month.
• Top 3 priorities for the coming month.
• Competitive position — your score versus top 3 competitors.

This page is designed so that a busy business owner can understand their AI visibility status in under two minutes.

Section 2: Prompt Test Results

Detailed results from monthly prompt testing:

• Test matrix showing every prompt tested, the AI platform used and the result.
• New mentions — prompts where you appeared this month but did not last month.
• Lost mentions — prompts where you appeared last month but not this month.
• Accuracy check — any AI-generated information about your business that is incorrect.
• Competitive mentions — which competitors appear for the same prompts.

Example prompt test entry:

Prompt	Platform	Mentioned	Accurate	Link	Competitor Mentioned
”Best accountant in PJ”	ChatGPT	Yes	Yes	No	Firm A, Firm B
”How much does tax filing cost in KL?”	Gemini	No	N/A	N/A	Firm C
”Recommend an accountant for SME”	Perplexity	Yes	Partial	Yes	Firm A

This granular data shows exactly which queries you win and lose, and helps prioritise content creation through AI Citation Content Creation.

Section 3: GBP Insights Analysis

We pull your Google Business Profile Insights data and analyse:

• Search views — how many people see your listing in search results.
• Map views — how many people see your listing on Google Maps.
• Search queries — what terms trigger your listing.
• Customer actions — calls, website visits, direction requests.
• Photo views — how your visual content performs versus competitors.
• Post engagement — views, clicks and actions on your Google Posts.

We compare these metrics month-over-month and against the AI SEO Malaysia benchmarks for your industry.

Section 4: Review Metrics

Comprehensive review tracking:

• New reviews this month — count and breakdown by rating.
• Review velocity trend — 3-month rolling average compared to target.
• Average rating — current and trend.
• Response rate and time — how quickly your team responds.
• Sentiment analysis — positive and negative themes extracted from review text.
• Competitor review comparison — velocity and rating versus top 3 competitors.

This section connects directly to your Review & Citation Building programme if active.

Section 5: GA4 AI Referral Traffic

AI referral traffic analysis from your Google Analytics:

• Total AI referral sessions — visits from ChatGPT, Perplexity, Claude and other AI sources.
• AI referral by source — breakdown showing which AI platforms send the most traffic.
• Landing pages — which pages on your site receive the most AI-referred traffic.
• User behaviour — bounce rate, time on site and conversion rate for AI-referred visitors.
• Month-over-month growth — trend in AI referral traffic.

Example AI referral breakdown:

Source	Sessions	% of AI Traffic	Top Landing Page
ChatGPT	45	52%	/services/aircon-servicing/
Perplexity	22	25%	/blog/aircon-cost-guide/
Google Gemini	15	17%	Homepage
Microsoft Copilot	5	6%	/services/

This data shows which AI platforms are driving real visits and which content they are directing users to. For setup instructions, see our guide on tracking AI referral traffic in GA4.

Section 6: Competitive Benchmarking

We track three competitor businesses using the same prompt testing methodology:

• Competitor AI Visibility Scores (estimated based on their prompt test results).
• Competitive gap analysis — where competitors outperform you and why.
• Competitive opportunities — prompts where no competitor appears strongly.
• New competitor activity — any new optimisation efforts detected.

Section 7: NAP Consistency Update

Quarterly full audit, monthly spot checks:

• New inconsistencies found during monthly monitoring.
• Listings that changed without our intervention (data aggregators sometimes overwrite).
• New directories where your business appears that we should claim.
• Entity health score — percentage of consistent listings across all tracked directories.

Section 8: Action Plan

Every report concludes with a prioritised action plan:

• Immediate actions (this week) — urgent fixes like responding to a negative review or correcting a NAP error.
• Short-term priorities (this month) — content updates, GBP improvements, review velocity activities.
• Strategic initiatives (next quarter) — new content types, community presence expansion, competitive moves.

Each action item includes an expected impact estimate and connects to the relevant service.

The Monthly Strategy Call

Every report is accompanied by a 60-minute video call where we:

1. Walk through the report section by section, highlighting the most important changes.
2. Answer your questions about the data and what it means for your business.
3. Discuss the action plan and agree on priorities for the coming month.
4. Review competitive moves and adjust strategy if needed.
5. Plan content and campaigns for the upcoming month based on data insights.

This call ensures you understand not just what happened but why it happened and what to do about it.

How Reporting Connects to Active Optimisation

Monthly reporting is most valuable when combined with active optimisation services:

• Prompt test gaps inform AI Content Optimisation priorities — we create content for queries where you are not yet cited.
• GBP score drops trigger immediate fixes through Google Business Profile Optimisation.
• Review velocity dips activate enhanced acquisition workflows in Review & Citation Building.
• Competitive threats may require new content from AI Citation Content Creation.
• NAP inconsistencies are resolved through Local Entity Management.

The report is the compass; the optimisation services are the engine.

What Makes Our Reporting Different

AI-Specific Metrics

Traditional SEO reports track rankings, clicks and impressions. Our reports track AI mentions, citation accuracy and AI referral traffic — metrics that most reporting tools do not even measure yet.

Actionable, Not Decorative

Every chart and table connects to a specific action. We do not include vanity metrics that look impressive but do not inform decisions.

Competitive Context

Your score in isolation means nothing. We always present your data alongside competitor benchmarks so you know whether improvement is keeping pace with the market or falling behind.

Malaysian Market Focus

Our benchmarks, competitor data and prompt tests are all grounded in the Malaysian market. Global averages do not apply to a local business serving Kuala Lumpur or Penang.

Who Needs Monthly AI Visibility Reporting?

This service is for Malaysian businesses that:

• Have completed an AI Visibility Audit and want to track progress over time.
• Are investing in AI optimisation services and need to measure ROI.
• Want early warning when competitors start gaining AI visibility.
• Need data-driven decision-making for their digital marketing budget.

Start Measuring Your AI Visibility

You cannot improve what you do not measure. AI search is growing every month, and the businesses that track their visibility will be the ones that capture the opportunity.

Request a free AI visibility check to get your initial score, or contact us to start monthly reporting that keeps your Malaysian business on track in the age of AI search.