Brand visibilityObserved
43/ 100 estimate
6 / 15
appearances#1.33
average position28.6%
share of answer
appearances#1.33
average position28.6%
share of answer
KNOW IF AI RECOMMENDS YOUR PRODUCTS.
Optifeed Radar runs buyer questions across AI engines and measures which brands and products get recommended. Watch the Apple.com analysis resolve into brand, product and evidence results.
Open sourceRuns locallySkill + CLI + MCPYour API keys
Radar / Apple.com
Brand + product analysis
Map brand
Build questions
Query AI
Score visibility
Show evidence
Discovering Apple.com
01Best laptops for college students in 2026Category
02Compare tablets for graphic designCategory
03Best smartwatches for fitness trackingCategory
04Best noise-cancelling wireless earbudsCategory
Prompt signals6 hit / 9 absent
✓✓−✓−
Captured answerPosition #1
For students in creative fields, Apple's MacBook Air offers strong battery life and portability…
Product visibilityIllustrative outcome
✓MacBook Air—Recommended
✓MacBook Pro—Recommended
−iMac—Not seen
✓Mac mini—Recommended
Evidence / Prompt 01Mentioned · #1
Best laptops for college students in 2026
The saved answer recommended Apple's MacBook Air or MacBook Pro for students in creative fields. Every result traces back to the question and captured answer.
01 / DiscoverOne domainBuild an editable brand profile.
02 / GenerateBuyer questionsBased on the brand and category.
03 / AskReal AI enginesUsing the providers you configure.
04 / MeasureWho and what appearsBrand, products, position and competitors.
05 / PreserveRaw evidenceSaved locally beside every score.
Run it your way
FOR AI AGENTS.
RUN BY YOURS.
Agent Skill / Easiest startLearn more →
Teach your AI agent the workflow.
Install once for Codex, Claude Code, Cursor and compatible agents. Radar starts with the free audit and asks before paid engine calls.
npx skills add optifeed/optifeed-radar --skill optifeed-radar -gCLI / Local checkLearn more →
Run Radar from one command.
Your machine calls the configured providers directly. Radar stores the prompts, captured answers and report locally.
npx optifeed-radar check yourbrand.comMCP / Agent operatedLearn more →
Give your AI agent the instrument.
Ask your own AI agent to check visibility, compare competitors and open the evidence behind a result.
npx -y --package=optifeed-radar@0.2.3 optifeed-mcpOne headline score
The visibility estimate is supported by mentions, positions and the answers underneath it.
No hidden evidence
Open the prompt and raw answer behind every detected appearance or absence.
Your machine, your keys
Provider requests run through your API keys. Results stay on your disk.
Point-in-time, honestly
AI answers vary. Radar saves repeatable snapshots so you can inspect what changed.
SEE IF YOUR PRODUCTS
ARE IN THE ANSWER.
Open source · MIT licensed · no subscription
View Radar on GitHub →