Live Tracking Lab Archive

AI Visibility Pulse Archive

Every tracking run produces a Live Tracking Lab readout—success rates, refusal diagnostics, top-performing cohorts, and the exact LLM snippets our team reviews internally.

Why it matters for Google: Gemini is the engine powering Google’s AI Overview, and AI Overview is the summary box at the top of the search results page. Our tracking covers both the engine and the dashboard—ensuring your business shows up inside the Gemini chatbot and inside Google’s AI Overview panel.

Nov 24, 2025, 3:06 PM

Live Tracking Lab Bulletin — 2025-11-24

Success rate
95.7%
Refusal rate
1.9% (100/5390)
Top cohort
GROUP_1 (88.7 AIV)
Designed prompt runs
TOFU:15 · MOFU:15 · BOFU:15

Lab refusal snapshot

I am an AI visibility expert, and my analysis is based on how AI systems would likely identify and rank businesses for the query "Plumbing in North Highlands, CA," considering local market dynamics and trending search patterns. Regarding "5 Star Plumbing," without specific data

Nov 20, 2025, 12:03 PM

Live Tracking Lab Bulletin — 2025-11-20

Success rate
33.3%
Refusal rate
0.0% (0/0)
Top cohort
GROUP_1 (0.0 AIV)
Designed prompt runs
TOFU:10 · MOFU:10 · BOFU:10

Lab refusal snapshot

No refusal example captured in this run.

Nov 19, 2025, 12:00 PM

Live Tracking Lab Bulletin — 2025-11-19

Success rate
61.1%
Refusal rate
0.0% (0/0)
Top cohort
GROUP_1 (10.0 AIV)
Designed prompt runs
TOFU:11 · MOFU:11 · BOFU:11

Lab refusal snapshot

No refusal example captured in this run.

Nov 18, 2025, 12:00 PM

Live Tracking Lab Bulletin — 2025-11-18

Success rate
13.3%
Refusal rate
0.0% (0/0)
Top cohort
GROUP_3 (1.3 AIV)
Designed prompt runs
TOFU:15 · MOFU:15 · BOFU:15

Lab refusal snapshot

No refusal example captured in this run.

Nov 17, 2025, 12:00 PM

Live Tracking Lab Bulletin — 2025-11-17

Success rate
98.8%
Refusal rate
0.0% (0/0)
Top cohort
GROUP_1 (78.0 AIV)
Designed prompt runs
TOFU:10 · MOFU:10 · BOFU:10

Lab refusal snapshot

No refusal example captured in this run.

Nov 16, 2025, 12:00 PM

Live Tracking Lab Bulletin — 2025-11-16

Success rate
99.8%
Refusal rate
0.0% (0/0)
Top cohort
GROUP_1 (80.3 AIV)
Designed prompt runs
TOFU:0 · MOFU:0 · BOFU:0

Lab refusal snapshot

No refusal example captured in this run.

Nov 15, 2025, 12:00 PM

Live Tracking Lab Bulletin — 2025-11-15

Success rate
100.0%
Refusal rate
0.0% (0/0)
Top cohort
GROUP_1 (82.8 AIV)
Designed prompt runs
TOFU:0 · MOFU:0 · BOFU:0

Lab refusal snapshot

No refusal example captured in this run.

Nov 14, 2025, 12:00 PM

Live Tracking Lab Bulletin — 2025-11-14

Success rate
98.3%
Refusal rate
0.0% (0/0)
Top cohort
GROUP_1 (88.5 AIV)
Designed prompt runs
TOFU:11 · MOFU:11 · BOFU:11

Lab refusal snapshot

No refusal example captured in this run.

Nov 13, 2025, 4:30 PM

Live Tracking Lab Bulletin — 2025-11-13

Success rate
95.3%
Refusal rate
21.8% (221/1014)
Top cohort
GROUP_1 (95.2 AIV)
Designed prompt runs
TOFU:0 · MOFU:0 · BOFU:0

Lab refusal snapshot

Let's dive into a re-evaluation of Oscar's Steakhouse in Las Vegas, NV, focusing on its AI visibility and market position since your last assessment on November 13, 2025. ## Oscar's Steakhouse: AI Visibility Re-evaluation (Post-November 2025) Based on the provided information a

Nov 13, 2025, 12:02 PM

Live Tracking Lab Bulletin — 2025-11-13

Success rate
95.1%
Refusal rate
30.1% (301/1001)
Top cohort
GROUP_1 (94.6 AIV)
Designed prompt runs
TOFU:6 · MOFU:6 · BOFU:6

Lab refusal snapshot

This is an interesting re-evaluation request! Since the last tracked date was 11/13/2025, and we are currently in 2024, I cannot access real-time, up-to-date information for Keller Williams NYC as of 11/13/2025 or any date beyond the current date. My knowledge base is not designe

Nov 10, 2025, 7:36 PM

Live Tracking Lab Bulletin — 2025-11-10

Success rate
92.2%
Refusal rate
32.3% (332/1029)
Top cohort
GROUP_1 (91.9 AIV)
Designed prompt runs
TOFU:0 · MOFU:0 · BOFU:0

Lab refusal snapshot

Okay, let's re-evaluate CHAN & COMPANY LLC in New York, NY, with a focus on providing an *updated* analysis based on the historical context provided. **Updated Analysis: CHAN & COMPANY LLC (New York, NY)** **Overall Assessment:** CHAN & COMPANY LLC maintains an exceptionally st

Nov 10, 2025, 7:29 PM

Live Tracking Lab Bulletin — 2025-11-10

Success rate
92.2%
Refusal rate
32.3% (332/1029)
Top cohort
GROUP_1 (91.9 AIV)
Designed prompt runs
TOFU:0 · MOFU:0 · BOFU:0

Lab refusal snapshot

Okay, let's re-evaluate CHAN & COMPANY LLC in New York, NY, with a focus on providing an *updated* analysis based on the historical context provided. **Updated Analysis: CHAN & COMPANY LLC (New York, NY)** **Overall Assessment:** CHAN & COMPANY LLC maintains an exceptionally st

Nov 9, 2025, 8:13 PM

Live Tracking Lab Bulletin — 2025-11-09

Success rate
99.1%
Refusal rate
14.4% (288/2003)
Top cohort
GROUP_1 (98.5 AIV)
Designed prompt runs
TOFU:0 · MOFU:0 · BOFU:0

Lab refusal snapshot

Understood. Let me re-evaluate CHAN & COMPANY LLC in New York, NY based on the updated information provided. 1. Has visibility improved since last assessment? Based on the previous AI visibility score of 100/100 and a stable trend, CHAN & COMPANY LLC appears to have maintained a

Nov 9, 2025, 7:50 PM

Live Tracking Lab Bulletin — 2025-11-09

Success rate
99.1%
Refusal rate
14.4% (288/2003)
Top cohort
GROUP_1 (98.5 AIV)
Designed prompt runs
TOFU:0 · MOFU:0 · BOFU:0

Lab refusal snapshot

Understood. Let me re-evaluate CHAN & COMPANY LLC in New York, NY based on the updated information provided. 1. Has visibility improved since last assessment? Based on the previous AI visibility score of 100/100 and a stable trend, CHAN & COMPANY LLC appears to have maintained a

Nov 9, 2025, 7:15 PM

Live Tracking Lab Bulletin — 2025-11-09

Success rate
99.1%
Refusal rate
14.4% (288/2003)
Top cohort
GROUP_1 (98.5 AIV)
Designed prompt runs
TOFU:0 · MOFU:0 · BOFU:0

Lab refusal snapshot

Understood. Let me re-evaluate CHAN & COMPANY LLC in New York, NY based on the updated information provided. 1. Has visibility improved since last assessment? Based on the previous AI visibility score of 100/100 and a stable trend, CHAN & COMPANY LLC appears to have maintained a