DEJAN App · Workflow

Run an AI visibility audit

Five tools in sequence show how often the tracked AI answers name and cite your brand, which rival leads and on which topics, and end with a written list of gaps to work on.

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Route map of the audit workflow: Visibility Tracking, Dashboard, Benchmark, Association Probes and Gap Analysis, each with its demo result.
The audit workflow and what each step returned for Algoroo, our public demo project.

The audit answers three questions: how often the tracked answers name and cite you, who takes the share you do not have, and on which topics. On our public demo project, Algoroo, the tracked answers named the brand in 1.87% of brand mentions and cited algoroo.com in 0.57% of citations on 26 October 2026. AI models named Algoroo for 3 of 61 topics, against 52 for SEMrush and Ahrefs, and the Gap Analysis listed 48 tracked queries whose exact wording never appeared in Search Console.

Visibility Tracking is a test, not a measure of demand. It asks each platform the same questions on a schedule to see whether your work changes the answers. It does not show how many people ask those questions.

The workflow at a glance

StepToolQuestion it answersDemo result
1Visibility TrackingWhich brands do the tracked answers name and cite for my topics?63 entities on Google, OpenAI and Anthropic
2DashboardIs the weak half mentions or citations?Mention Share 1.87%, Citation Share 0.57%
3BenchmarkWhere does one rival beat me?AccuRanker 155 probe mentions, Algoroo 98
4Association ProbesWhich topics do models link to my brand from memory?3 of 61 topics
5Gap AnalysisWhat should I work on first?48 gap queries, new pages proposed
Four cards: Mention Share 1.87% against Citation Share 0.57%; SEMrush and Ahrefs named for 52 of 61 topics, Algoroo for 3; 45 of 63 entities score 0; Algoroo ranks 11th of 252 brands.
The audit in four numbers. Each card comes from a different step of the workflow.

1. Visibility Tracking: record the answers

Pick the entities (topics) and locations to track. Paid plans can also choose the platforms. Each run asks every platform to recommend brands for every entity with web search on, and stores the brands in order and the pages cited. The demo tracks 63 entities on three platforms. Over all tracking to 26 October 2026, the answers about "SERP volatility" named a brand 1,508 times and Algoroo 44 times, and cited algoroo.com once in 910 citations.

Open the demo Entities sub-tab · Visibility Tracking guide

For eight entities, Algoroo's share of brand mentions next to algoroo.com's share of citations.
For each of these eight entities, Algoroo is named more often than algoroo.com is cited.

2. Dashboard: find the weak half

Share of Voice is the average of Mention Share and Citation Share. On the demo Dashboard for 26 October 2026 it was 1.22%, and citations pulled it down. The Opportunities section turns the gap into a list: "Ranking Fluctuations" named Algoroo in 11.11% of brand mentions and never cited algoroo.com, and "Website Performance Monitoring" had 301 mentions and 146 citations with none for Algoroo.

Open the demo Dashboard · Dashboard guide

The Opportunities section of the demo Dashboard: mention-strong, cite-weak entities on the left and zero owned visibility entities on the right.
Left: the tracked answers name Algoroo and do not link to it. Right: they name other brands only.

3. Benchmark: compare with one rival

On 26 October 2026 the Dashboard ranked Algoroo 11th of 252 brands and AccuRanker 6th. Benchmark puts the two side by side. In its Summary, which reads the association probes, AccuRanker has more mentions (155 against 98) and a higher Visibility Score, and Algoroo has the better average rank, 5.2 against 6.2. Benchmark reads stored data and makes no new AI calls.

Open the demo Benchmark against AccuRanker · Benchmark guide

Benchmark summary for Algoroo against AccuRanker: Visibility Score, Mention Count, Mention Share and Avg Rank.
AccuRanker leads on three of the four Summary metrics. Algoroo leads on average rank.

4. Association Probes: check the topics models link to you

An Entity to Brand probe asks each platform, with web search off, to list ten brands for each topic. In run #298, Google and OpenAI were asked about 61 topics. Algoroo was named for 3 of them, all by OpenAI, and was absent from 58, including "algorithm change tracking".

Open Competitor Gaps for run #298 · Association Probes guide

Topic coverage in E2B run #298: the number of topics each brand was named for.
Three brands were named for 48 or more of the 61 topics; Algoroo for 3.

5. Gap Analysis: get the written report

Write your objectives in Settings, then load the Data Pack: up to 10 sections of project data, from associations and citations to Search Console. The demo analysis of 29 September 2026 read 45,706 tokens and returned Strengths, Weaknesses, Gaps, Optimization Directions and a Query Strategy. It listed three non-brand tracking queries with 0 clicks and 48 queries about update history and update tracking whose exact wording never appeared in Search Console.

Open the demo Analysis tab · Gap Analysis guide

Ten Data Pack sections go into the analysis and five sections come out, each with a finding from the demo.
Ten sections go in and five come out. Each output box shows one finding from the demo analysis.

Where this workflow leads

The audit ends with three lists: entities where you are named and not cited, entities where you are absent, and topics models do not link to your brand. Each list is the input of another workflow.

Start your first project

Your first project includes a complimentary baseline run. No card required.

Start at app.dejan.ai