GEO AUDIT  ·  BRAND-ONLY

LORIOT.

A look at how LORIOT is described, positioned, and quoted inside Google's AI Overviews, the AI answer box at the top of search results, and where the brand shows up versus goes missing.

Siteloriot.io
Where we lookedGoogle AI Overviews, US
Questions tested39 brand, category, and competitor queries
PreparedSeptember 28, 2026  ·  by AUQ
AI Visibility Score
67
out of 100. Competitive band. LORIOT is cited in 20 of 39 AI answers. It shows up on Lorawan Network Server, Mioty, Private Lorawan. It is absent on Lpwan Connectivity, Iot Network Management.
Verified AI Overview citations
20
LORIOT's brand is cited in 20 of the 39 AI-answer queries we tested.
AI answer trigger rate
100%
Google's AI answer box fires on 39 of 39 tracked queries.
Citation rate when AI answers
51%
Share of AI-answer queries where the brand is actually quoted.
EXECUTIVE SUMMARY

LORIOT scores 67 of 100 for AI Overview visibility. The work is closing the citation and identity gaps.

LORIOT is cited in 20 of 39 AI answers. It shows up on Lorawan Network Server, Mioty, Private Lorawan. It is absent on Lpwan Connectivity, Iot Network Management.

AI answers fire on 100% of tracked queries, yet LORIOT is quoted in only 51% of them. When it does appear, it sits as a listed provider, rarely the lead source.

AI Visibility Score
67
Competitive band
BarelyLowCompetitiveDominant
What's in the score
  • Your pages being quoted 35%51 / 100
  • Inclusion in category answers 25%64 / 100
  • How AI describes the brand 20%100 / 100
  • Topic coverage breadth 20%67 / 100
Work with AUQ

We don't hand you a report and walk away. We execute it.

AUQ is an execution team, not a consultancy. We ship the fixes, content, and citations this audit calls for — and we work month-to-month, so we re-earn the engagement every 30 days.

Start with a month → No long-term contracts
IDENTITY IN AI OVERVIEWS

How the brand describes itself, and how Google's AI describes it.

What the brand says about itself

LoRaWAN Network Server

LORIOT - Hybrid Network Management System for Massive IoT Jump to content Network Management IoT End-to-End Solutions Register a FREE Account Network Management IoT End-to-End Solutions Network Management IoT End-to-End Solutions --> Technoloriot.io, 2026

Differentiators it leads with: LoRaWAN Network Server, LPWAN Connectivity, Mioty, IoT Network Management.

What Google's AI says

Recognized in AI answers for Lorawan Network Server, Mioty, Private Lorawan

Cited as a provider on Lorawan Network Server, Mioty, Private Lorawan queries.
Appears alongside youtube.com, flolive.net, korewireless.com.
The core gap
LORIOT presents as LoRaWAN network server, LPWAN connectivity, mioty, IoT network management, private LoRaWAN. AI Overviews cite it on Lorawan Network Server, Mioty, Private Lorawan and it is absent on Lpwan Connectivity, Iot Network Management.
Words AI uses for the brand
Lorawan Network ServerMiotyPrivate Lorawan
The brand's own pillars that AI omits
Lpwan ConnectivityIot Network ManagementCited source on vendor and comparison queries
CONTENT AND ENTITY COVERAGE

The topics that matter to the brand, and where it shows up in AI answers today.

See the full query-by-query breakdown →

TopicPresence in AI answersBuyer intent
Lorawan Network ServerOwnedpositioning
MiotyOwnedpositioning
Private LorawanOwnedpositioning
LoriotOwnedcomparison
Lpwan ConnectivityInvisiblepositioning
Iot Network ManagementInvisiblepositioning
Buyer-journey coverage

Problem Aware. Overview queries: LORIOT appears on 4 of 6 themes.

Solution Aware. Owned on Lorawan Network Server, Mioty, Private Lorawan; absent on Lpwan Connectivity, Iot Network Management.

Alternatives. 5 themes name the brand without citing it; 14 queries answer without it at all.

AI OVERVIEW PERFORMANCE

Where the brand shows up in Google's AI, and the high-value queries it is missing.

See all queries we tested →

Tracked keywords
39
Brand, category, and comparison queries analyzed.
AI answers fired
39
100% of tracked queries trigger an AI Overview.
Times brand cited
20
51% citation rate when AI answers.
Total brand mentions
25
Across all observed AI responses.
Case Studies

This playbook has already worked. Here's the proof.

Executed by AUQ for B2B SaaS teams with the same gaps this audit found.

1,000+ Fraud.net AI citations earned in 6 months through GEO prompt research and content automation. Read the case study → +173% Microblink Organic traffic growth from technical SEO, content automation, and GEO-focused linkbuilding. Read the case study → +30,000 AKOOL Visits in 6 months via technical optimizations and content strategy we executed end-to-end. Read the case study → +200% DeepInfra Technical blog traffic growth from a blog redesign, author training, and SaaS linkbuilding. Read the case study →
Get results like these for LORIOT → See all case studies
QUERIES WE TESTED

Every query we ran against Google's AI Overview, and what we found.

39 queries across branded, positioning, and comparison intent. "Cited" means LORIOT's own domain is a source in the AI answer. "Named, not cited" means the brand is mentioned but is not the source. "Absent" means the AI answered without it.

QueryLORIOT in the AI answerTop sources cited
best lorawan network serverCitedreddit.com, iotfactory.eu, chirpstack.io
lorawan network server vendorsCitedsemtech.com, chirpstack.io, iotfactory.eu
lorawan network server solutionsCitedchirpstack.io, iotfactory.eu, thethingsindustries.com
lorawan network server softwareCitedchirpstack.io, loriot.io, thethingsindustries.com
lorawan network server platformNamed, not citedyoutube.com, docs.rakwireless.com, docs.resiot.io
top lorawan network server providersCitedsemtech.com, reddit.com, iotfactory.eu
lorawan network server comparisonCitedreddit.com, dev.to, hubble.com
best lpwan connectivityAbsentseeedstudio.com, soracom.io, abracon.com
lpwan connectivity vendorsNamed, not citediot-analytics.com, revenuebase.ai, velosiot.com
lpwan connectivity solutionsAbsentresearchgate.net, sisvel.com, ieeexplore.ieee.org
lpwan connectivity softwareAbsentiot-analytics.com, silabs.com, cablelabs.com
lpwan connectivity platformAbsentsoracom.io, a1.digital, flolive.net
top lpwan connectivity providersAbsentflolive.net, soracom.io, iot-analytics.com
lpwan connectivity comparisonAbsentmdpi.com, velosiot.com, mainlink.net
best miotyCitedmioty-alliance.com, sisvel.com, developers.mioty-alliance.com
mioty vendorsCitedmioty-alliance.com, ti.com, stackforce.com
mioty solutionsCitedwittra.io, loriot.io, sisvel.com
mioty softwareNamed, not citedmioty-alliance.com, developers.mioty-alliance.com, ti.com
mioty platformCitedmioty-alliance.com, sisvel.com, iis.fraunhofer.de
top mioty providersCitediotevolutionworld.com, docs.rakwireless.com, wittra.io
mioty comparisonAbsentblog.paessler.com, link.springer.com, mioty-alliance.com
best iot network managementAbsentflolive.net, blog.paessler.com, community.ui.com
iot network management vendorsCitedloriot.io, flolive.net, gartner.com
iot network management solutionsAbsentcisco.com, sciencedirect.com, akips.com
iot network management softwareAbsenttechtarget.com, firstwave.com, flolive.net
iot network management platformAbsentflolive.net, techtarget.com, korewireless.com
top iot network management providersAbsentflolive.net, pondiot.com, builtin.com
iot network management comparisonAbsentpromeraki.com, link.springer.com, youtube.com
best private lorawanNamed, not citedlora-alliance.org, iotfactory.eu, docs.aws.amazon.com
private lorawan vendorsCitediotfactory.eu, thethingsindustries.com, semtech.com
private lorawan solutionsCiteddigikey.com, enless-wireless.com, news.rakwireless.com
private lorawan softwareCitedorbiwise.com, cloudstudioiot.com, connectivity4ir.co.uk
private lorawan platformCitediotfactory.eu, chirpstack.io, wiki.seeedstudio.com
top private lorawan providersCitediotbusinessnews.com, actility.com, thethingsindustries.com
private lorawan comparisonAbsentadeunis.com, tektelic.com, choovio.com
alternatives to LORIOTNamed, not citedcbinsights.com, datacake.co, dev.to
LORIOT vs The Things IndustriesCitedcloudstudioiot.com, radiobridge.com, minew.com
LORIOT vs ChirpStackCitedrobustel.com, minnovation.com.au, forum.rakwireless.com
LORIOT vs ActilityCitedresources.lora-alliance.org, atomsenses.com, cbinsights.com
THREE FINDINGS THAT MATTER
01

The brand is missing from 49% of AI-answer queries

LORIOT is cited in 20 of the 39 AI answers we triggered.

02

AI misreads the category

LORIOT presents as LoRaWAN network server, LPWAN connectivity, mioty, IoT network management, private LoRaWAN. AI Overviews cite it on Lorawan Network Server, Mioty, Private Lorawan and it is absent on Lpwan Connectivity, Iot Network Management.

TOP THREE MOVES
01

Win presence on Lpwan Connectivity

Impact high · effort medium · 30 to 60 days

02

Convert named-not-cited queries into citations

Impact medium · effort low · 0 to 30 days

03

Earn placement in the third-party listicles AI cites

Impact high · effort medium · 30 to 90 days

WHERE GOOGLE'S AI GETS ITS ANSWERS

The sources Google's AI cites in this category, and what it tells you about earning citations.

Domain AI citesPagesContext
youtube.com14Cited on 14 of the queries we tested.
flolive.net12Cited on 12 of the queries we tested.
korewireless.com6Cited on 6 of the queries we tested.
soracom.io5Cited on 5 of the queries we tested.
linkedin.com5Cited on 5 of the queries we tested.
emnify.com5Cited on 5 of the queries we tested.
velosiot.com4Cited on 4 of the queries we tested.
techtarget.com4Cited on 4 of the queries we tested.
digi.com4Cited on 4 of the queries we tested.
blog.paessler.com4Cited on 4 of the queries we tested.
Reading
Independent listicles, communities, and rival explainers win the citations LORIOT is missing. Earning AI citation on the invisible themes means placement on those third-party pages, not only owning its own glossary.
AI-REVEALED PEERS

The competitive set drawn by Google's AI itself. Observed, not chosen.

See which queries each peer won →

Brands and domains Google's AI cites in place of LORIOT on the queries where it is absent. Observed, not chosen.

PeerHow AI frames it
youtube.comCited on 14 of the tested queries.
flolive.netCited on 12 of the tested queries.
korewireless.comCited on 6 of the tested queries.
soracom.ioCited on 5 of the tested queries.
linkedin.comCited on 5 of the tested queries.
emnify.comCited on 5 of the tested queries.
velosiot.comCited on 4 of the tested queries.
techtarget.comCited on 4 of the tested queries.
Key observation
youtube.com is the most-cited source across the queries LORIOT is missing.
90-DAY ROADMAP

Three sprints from first wins to compounding category presence.

Month 1  ·  Days 1 to 30
  • Publish solution and comparison pages for Lpwan Connectivity, Iot Network Management.
  • Build linkable comparison assets so AI Overviews can cite the brand's own domain.
Month 2  ·  Days 31 to 60
  • Earn placement in third-party best-of listicles and review sites the AI cites.
  • Seed community and review presence where AI Overviews pull trust signals.
Month 3  ·  Days 61 to 90
  • Expand owned comparison content across decision-stage queries.
  • Re-audit to confirm invisible themes move to cited and track citation share.