ChatGPT ranks Ubiqedge #1 nine times.
Claude has never heard of it.
20-query audit across ChatGPT, Gemini & Claude. Ubiqedge is cited on 18 of 60 responses (30%). But the real story is the split: 80% on ChatGPT, 10% on Gemini, 0% on Claude — three platforms, three completely different realities for the same company.
This report was generated using Xtrusio, an AI visibility and demand intelligence platform that analyzes how companies appear across modern AI systems such as ChatGPT, Gemini, Claude, Perplexity, and other generative engines.
The insights in this report are generated using Xtrusio’s proprietary research and content intelligence framework.
Three platforms. Three completely different companies appear for Ubiqedge’s buyers.
A buyer who asks ChatGPT about CGWA groundwater compliance gets Ubiqedge as the #1 recommendation. The same buyer on Claude gets pointed to Siemens SIWA, Xylem EYDRO, and ThingsBoard PE — global enterprise platforms that have never heard of a borewell in Maharashtra. On Gemini, they get TrackSo and DATOMS. Ubiqedge is visible to buyers on exactly one of the three AI platforms that now drive B2B discovery. That’s not a marketing problem. It’s a content infrastructure problem.
Platform Scorecard
Ubiqedge citation rate across AI platforms — the widest split in any audit to date
AI Visibility Leaderboard
Who owns the AIoT conversation — total citations across all platforms
AI Positioning Audit
All 20 buyer-intent queries tested across ChatGPT, Gemini & Claude
| # | Topic | ChatGPT | Gemini | Claude | Score |
|---|---|---|---|---|---|
| Q1 | MNRE Solar Inverter Monitoring |
✕ Absent | ✓ #3 | ✕ Absent | 1/3 |
Exact question asked across all AI platforms: What is the best IoT platform for real-time solar inverter monitoring that is MNRE-compliant and works in remote locations across India? | |||||
| Q2 | CGWA Groundwater Automation |
★ #1 | ✕ Absent | ✕ Absent | 1/3 |
Exact question asked across all AI platforms: Which IoT solution helps industries automate CGWA groundwater extraction reporting and submit data directly to the CGWA portal? | |||||
| Q3 | 15 Solar Plants Single Dashboard |
✓ #3 | ✕ Absent | ✕ Absent | 1/3 |
Exact question asked across all AI platforms: We manage 15 solar plants across three states. What platform can give us a single dashboard to monitor generation, uptime, and faults across all sites? | |||||
| Q4 | Plug-and-Play Solar Monitoring Device |
★ #1 | ✓ #2 | ✕ Absent | 2/3 |
Exact question asked across all AI platforms: Is there a plug-and-play solar monitoring device that connects to our existing inverters without needing a system integrator or custom integration work? | |||||
| Q5 | Inverter Offline Alerts & Remote Diagnosis |
✓ #3 | ✕ Absent | ✕ Absent | 1/3 |
Exact question asked across all AI platforms: What IoT system can send instant alerts when a solar inverter goes offline or underperforms — and let us diagnose the issue remotely before sending a technician? | |||||
| Q6 | Reduce Manual Solar Site Visits |
✓ #3 | ✕ Absent | ✕ Absent | 1/3 |
Exact question asked across all AI platforms: Our solar O&M team spends a lot of time on manual site visits. Which platforms can help us move to remote monitoring and reduce reactive field trips? | |||||
| Q7 | Automated CGWA Compliance Reporting |
★ #1 | ✓ #2 | ✕ Absent | 2/3 |
Exact question asked across all AI platforms: How can industries automate their CGWA compliance reporting for groundwater extraction without manual data entry — what IoT systems integrate directly with the CGWA portal? | |||||
| Q8 | Water Tank Monitoring Multi-Site |
★ #1 | ✕ Absent | ✕ Absent | 1/3 |
Exact question asked across all AI platforms: What is the best IoT solution for monitoring water tank levels across multiple locations and preventing overflow or dry-run situations in industrial facilities? | |||||
| Q9 | Construction Air Quality + CPCB Compliance |
★ #1 | ✕ Absent | ✕ Absent | 1/3 |
Exact question asked across all AI platforms: What IoT system helps construction companies monitor air quality in real time at multiple sites and generate automated CPCB compliance reports? | |||||
| Q10 | 24/7 AQI Monitoring Manufacturing/Construction |
✓ #2 | ✕ Absent | ✕ Absent | 1/3 |
Exact question asked across all AI platforms: Which platforms provide 24/7 AQI monitoring — including dust, CO2, and particulate matter — at manufacturing plants and construction zones across India? | |||||
| Q11 | Replace Manual Air Quality Checks with IoT |
★ #1 | ✕ Absent | ✕ Absent | 1/3 |
Exact question asked across all AI platforms: Our air quality monitoring is still manual — quarterly checks, paper-based records. What IoT-based systems can replace this with continuous automated data collection? | |||||
| Q12 | Concrete Quality Monitoring in Transit |
✕ Absent | ✕ Absent | ✕ Absent | 0/3 |
Exact question asked across all AI platforms: What technology can track concrete quality in real time during transit from batching plant to site, and alert us when temperature or conditions go out of spec? | |||||
| Q13 | Large Infrastructure Project Multi-Domain IoT |
★ #1 | ✕ Absent | ✕ Absent | 1/3 |
Exact question asked across all AI platforms: We are building a large infrastructure project and need to monitor equipment, environmental conditions, and material quality in real time. What IoT platforms are designed for construction? | |||||
| Q14 | Industrial Energy Monitoring Outdoor HV |
★ #1 | ✕ Absent | ✕ Absent | 1/3 |
Exact question asked across all AI platforms: We need industrial energy monitoring across 8 factories — not buildings, but outdoor high-voltage equipment. What platforms are ruggedized for this environment in India? | |||||
| Q15 | IoT Gateway: 4G + Modbus + Local Storage |
✓ #2 | ✕ Absent | ✕ Absent | 1/3 |
Exact question asked across all AI platforms: What type of IoT gateway works in areas with intermittent 4G connectivity, supports Modbus RS-485 sensors, and stores data locally during network outages? | |||||
| Q16 | Multi-Tenant Cloud Platform Multi-Asset |
✓ #2 | ✕ Absent | ✕ Absent | 1/3 |
Exact question asked across all AI platforms: Our company manages infrastructure across water, solar, and industrial assets for multiple clients. What cloud platform can host all these under one dashboard with client-specific access controls? | |||||
| Q17 | CGWA Specialist vs. Broader Platform (50 Sites) |
★ #1 | ✕ Absent | ✕ Absent | 1/3 |
Exact question asked across all AI platforms: We need CGWA-compliant groundwater monitoring at 50 sites. Should we go with a specialist like Kritsnam or a broader platform that also handles our solar and air quality monitoring? | |||||
| Q18 | Predictive Maintenance — No Data Science Team |
✓ #2 | ✕ Absent | ✕ Absent | 1/3 |
Exact question asked across all AI platforms: Which IoT platforms offer predictive maintenance capabilities for field infrastructure like pumps, motors, and solar equipment in India without needing a data science team? | |||||
| Q19 | City Water Distribution Real-Time Monitoring |
★ #1 | ✕ Absent | ✕ Absent | 1/3 |
Exact question asked across all AI platforms: What is the best technology to deploy for real-time monitoring of water pressure, flow, and leakage across a city's water distribution network? | |||||
| Q20 | Plug-and-Play Environmental Monitoring (No Tech Team) |
✓ #2 | ✕ Absent | ✕ Absent | 1/3 |
Exact question asked across all AI platforms: We don't have IoT expertise in-house. What environmental monitoring solutions for industrial sites are truly plug-and-play and require no technical team to deploy and operate? | |||||
The Claude Blackout
Zero citations across 20 queries — and the vendors Claude recommends instead
Claude returned zero citations for Ubiqedge across all 20 questions — despite Ubiqedge operating in every vertical covered by the audit. Claude’s web search is returning a fundamentally different vendor set: Siemens SIWA, Xylem EYDRO, ThingsBoard PE, Tractian, Bentley WaterGEMS, ABB Ability, Schneider EcoStruxure. These are global enterprise platforms with decades of authoritative content, deep backlinks, and analyst citations that Claude’s source hierarchy surfaces first. A ₹10 crore seed-stage Indian AIoT startup founded in March 2024 simply doesn’t appear in the sources Claude finds credible.
| Vertical | Claude’s #1 Recommendation | Also Cited | Why Claude Picks Them |
|---|---|---|---|
| Solar Monitoring | DATOMS, TrackSo | Carnot, Pratiti, Intello | Established MNRE-aligned brands with deep content ecosystems |
| CGWA / Water | TSC Water / LogicLadder | Aavad, Samyak, Kritsnam | Specialist vendors with regulatory content Claude indexes as authoritative |
| Air Quality / CPCB | Oizom Polludrone | Prana Air, Aurassure, Respirer | Sensor companies with CPCB validation reports and academic citations |
| Multi-Asset Platform | ThingsBoard PE | Losant, OpenRemote, AWS IoT | Open-source / global SaaS with massive developer communities |
| Industrial Energy | Schneider EcoStruxure | ABB Ability, Siemens Xcelerator | Global OEMs with MNC-grade documentation and analyst reports |
| City Water Distribution | Siemens SIWA | Xylem EYDRO, Bentley WaterGEMS | Software platforms with utility-sector case studies and global presence |
| Predictive Maintenance | Tractian | Uniconverge, iFactory AI | VC-backed platforms with heavy content marketing and analyst coverage |
| Concrete Monitoring | Giatec MixPilot | Verifi, Sika SikaVision | Specialist RMC systems — genuine product gap, not a content gap |
“The Claude blackout is not about Ubiqedge’s product. It’s about where Ubiqedge’s story lives on the internet. Claude surfaces sources with authority signals: analyst reports, industry publications, academic citations, G2/Capterra profiles, structured data. Ubiqedge has a seed round press release and an IndiaMart listing. The gap in Claude visibility is a gap in content infrastructure.”
— Xtrusio AI Visibility Analysis, June 2026AI Topic Authority Map
Which product lines AI knows — and which remain invisible across platforms
Each row represents a Ubiqedge product or service line. The percentages show what fraction of queries in that product line returned a Ubiqedge citation on each platform. Green = cited. Yellow = partially cited. Red = absent.
Q1, Q3, Q4, Q5, Q6, Q15 — 6 queries
Q2, Q7, Q8, Q17, Q19 — 5 queries
Q9, Q10, Q11, Q20 — 4 queries
Q13, Q14, Q16, Q18 — 4 queries
Q1, Q4, Q15 — 3 queries
Q12 — 1 query
Methodology
How this audit was conducted — research, testing & verification standards
Recommendations
Three phases to fix the Gemini & Claude gaps while protecting the ChatGPT lead
- Create dedicated landing pages for each CGWA/CPCB/MNRE compliance use case — structured with question-intent headers, schema markup, and explicit product-to-regulation mapping. ChatGPT found Ubiqedge via press; Gemini found it via IndiaMart. Dedicated pages will work for both.
- Publish case studies with named clients (KEC, Indian Oil, VI, ANSYS, JIP-BP) — one per vertical. Use CGWA borewell count (23,000+) as an anchor statistic. AI platforms cite specific, verifiable numbers.
- Create a KLEON product comparison page directly positioning KLEON vs. Teltonika, TrackSo gateways, and Augmatic on spec-for-spec basis. Claude returns Teltonika and Advantech for the gateway question; structured comparison content can capture that traffic.
- Publish the Piper Serica seed round story across ET Energy, Inc42, Yourstory, and The AI World. ChatGPT found the existing press coverage; more coverage means more platforms surface Ubiqedge.
- Build G2 and Capterra profiles for SAMASTH and KLEON. Gemini’s web-search heavily indexes G2 reviews and Capterra listings as authoritative sources for software/IoT products. This is the single fastest path to Gemini visibility for non-solar product lines.
- Add Product schema markup to ubiqedge.com for KLEON hardware SKUs and SAMASTH platform. Gemini already found the IndiaMart listing for KLEON 4G Dongle — schema markup on the own website will make ubiqedge.com the authoritative source instead.
- Target the Kritsnam comparison query explicitly — publish a “Kritsnam vs Ubiqedge for CGWA Compliance” content piece. Gemini recommends Kritsnam on every CGWA question. A named comparison page is the fastest way to appear alongside it.
- Publish CPCB validation documentation for air quality sensors. Gemini cites Oizom and Aurassure because they have CPCB validation reports publicly indexed. A CPCB alignment whitepaper for Ubiqedge’s air monitoring line would directly address this gap.
- Target industry publications with Ubiqedge bylines and thought-leadership: ET Energy Supplement, Power Line Magazine, WaterToday, Construction World. Claude’s source hierarchy strongly favours industry trade press. A single Power Line article on KLEON for outdoor HV monitoring could capture the Q14 slot currently owned by Schneider.
- Pursue analyst citations — NASSCOM DST reports, IISc/IIT research citations, TERI water monitoring papers. Claude surfaces Xylem and Bentley WaterGEMS because they appear in global water management research. Appearing in Indian institutional research achieves the same for Ubiqedge.
- Build authoritative backlinks from CGWA portal content, MOEF&CC industry compliance guides, and MNRE solar resources — government-adjacent sources Claude considers highly credible.
- NVIDIA Inception programme visibility — publish Ubiqedge use cases on the NVIDIA Inception blog and partner showcase. Claude indexes NVIDIA partner content as credible vendor references. This is a fast path to getting cited as an India-native AIoT platform.
Ready to Fix the Gemini & Claude Gap?
Ubiqedge is already winning on ChatGPT. Let’s get you on all three platforms.
This research report was generated using the Xtrusio Company Intelligence Module.
