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Squid
Squid
Visibility11
Vibe69
Businesses/Energy Technology/Squid
Squid
AI Visibility & Sentiment

Squid

Squid is an AI-powered grid planning platform that enables energy network operators to model, stress-test, and optimize electrical grid infrastructure directly in the browser. The company works with major utilities like National Grid and Octopus Energy to modernize grid planning workflows and replace legacy spreadsheet-based processes.

Active Monitoring
squid.energy
Energy TechnologyYC25-26
AI Visibility Score
11/100

Invisible

Sentiment Score
69/100
Score by Priority

How often this business is recommended to users across different types of conversations — from direct product queries to broader open-ended conversations where AI could recommend this company's products and services

core
11
OverviewLandscapeInsights & ActionsContent IdeasConversationsCitationsBrand Voice

Is this your business?

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Squid today.

Squid holds a powerful #1 position on Gemini for grid resilience, yet remains a ghost in the broader AI landscape with a total absence from ChatGPT and Google AI Overviews. While technical grid planners are beginning to discover the platform, the brand is currently ceding the strategic Net Zero and Infrastructure expansion narratives to legacy incumbents like ETAP and Siemens.

Working in your favor

Dominant #1 ranking on Gemini for queries regarding grid resilience and flexibility planning.

Strong resonance with the 'Hands-On Grid Planner' persona, capturing a 57% mention rate that outperforms legacy peers in this specific segment.

Positive sentiment across mentions in Claude and Gemini, indicating that when the AI does find Squid, it views the brand as a high-quality solution.

Gaps to close

Total absence from ChatGPT and Google AI Overviews, which serve as the primary research hubs for executive and strategic decision-makers.

Failure to capture any visibility for 'Infrastructure Expansion' and 'Asset Management' queries, leaving a vacuum for competitors like ETAP and OpenDSS.

Zero mention rate among 'Net Zero Strategy Directors' and 'Legacy System Transition Leads,' signaling a disconnect with the buyer personas holding the budget.

Opportunities

Leverage the existing technical dominance in grid resilience to anchor broader narratives around 'Modernizing Grid Planning Workflows.'

Capitalize on the brand's 'browser-based' advantage to displace desktop-heavy incumbents like DIgSILENT in modern utility software evaluations.

Aggressively target the 'spreadsheet-to-software' transition query space where Squid currently has no visibility despite having a direct product fit.

Highest-Impact Actions
1

Execute an LLM-targeted content campaign focused on 'Modernizing Grid Planning' to break the 0% mention rate in ChatGPT.

ChatGPT's total lack of awareness is a critical barrier to entry for modern utility buyers who use it as a first-line research tool.

2

Develop and publish highly structured case studies specifically for 'Net Zero Strategy' personas.

Squid currently lacks visibility among strategic decision-makers; aligning the brand with high-level decarbonization goals is essential for enterprise visibility.

3

Optimize technical documentation for 'Infrastructure Expansion' and 'Substation Planning' keywords.

These are high-intent queries currently dominated by ETAP and OpenDSS; Squid must secure mentions here to be considered a viable alternative to legacy software.

Value Proposition

Unified, browser-based AI-powered grid planning that replaces fragmented spreadsheets with a single trusted network model, enabling faster and more consistent infrastructure decisions

Overview

Squid is an AI-powered grid planning platform that enables energy network operators to model, stress-test, and optimize electrical grid infrastructure directly in the browser. The company works with major utilities like National Grid and Octopus Energy to modernize grid planning workflows and replace legacy spreadsheet-based processes.

Mission

We believe the electricity grid is the most important machine on Earth. If we want electrification to move fast, the teams planning and operating networks need software that is as modern as the challenge.

Products & Services
AI-powered grid network modelingElectrical asset search and managementSubstation and transmission line planning toolsFlexibility market data visualizationBrowser-based network stress testing
Current State

Visibility Landscape

A high-level view of how Squid performs across AI platforms, broken down by strategic priority level — from core brand queries to growth opportunities.

ChatGPTChatGPT
ClaudeClaude
GeminiGemini
AI OverviewsAI Overviews

Reputation1q

Brand recognition & direct queries

70
70
70
70
“What do you know about Squid? What do they do and what's their reputation?”
Yes
Yes
Yes
Yes

Core5q

Product/service category queries

0
28
46
0
“how to move our grid planning off spreadsheets and into something more automated”
No
#13
#7
No
“help me find better tools for planning new substations and transmission lines”
No
No
No
No
“best browser-based tools for running network stress tests on a power grid”
No
#10
#1
No
“most trusted modern software for power system analysis and grid planning”
No
No
No
No
“best ways to modernize electrical network modeling for a DSO”
No
No
No
No

Growth Areas

Adjacent, aspirational & visionary

—
—
—
—
ChatGPT
Claude
Gemini
AI Overviews

“What do you know about Squid? What do they do and what's their reputation?”

ChatGPTYes
ClaudeYes
GeminiYes
AI OverviewsYes

“how to move our grid planning off spreadsheets and into something more automated”

ChatGPTNo
Claude#13
Gemini#7
AI OverviewsNo

“help me find better tools for planning new substations and transmission lines”

ChatGPTNo
ClaudeNo
GeminiNo
AI OverviewsNo

“best browser-based tools for running network stress tests on a power grid”

ChatGPTNo
Claude#10
Gemini#1
AI OverviewsNo

“most trusted modern software for power system analysis and grid planning”

ChatGPTNo
ClaudeNo
GeminiNo
AI OverviewsNo

“best ways to modernize electrical network modeling for a DSO”

ChatGPTNo
ClaudeNo
GeminiNo
AI OverviewsNo
Competitive Landscape
1
ETAP
20 mentions
2
OpenDSS
18 mentions
3
DIgSILENT PowerFactory
17 mentions
4
pandapower
14 mentions
5
Siemens
12 mentions
6
GridLAB-D
11 mentions
7
PLEXOS
10 mentions
8
AWS
9 mentions
9
CYME
9 mentions
10
Kevala
9 mentions
11
Squid
4 mentions
Analysis

Insights & Recommended Actions

What's working, what's not, and specific steps to improve Squid's AI visibility.

Key Findings

Strength

Dominant #1 ranking on Gemini for queries regarding grid resilience and flexibility planning.

Strength

Strong resonance with the 'Hands-On Grid Planner' persona, capturing a 57% mention rate that outperforms legacy peers in this specific segment.

Strength

Positive sentiment across mentions in Claude and Gemini, indicating that when the AI does find Squid, it views the brand as a high-quality solution.

Recommended Actions

1

Execute an LLM-targeted content campaign focused on 'Modernizing Grid Planning' to break the 0% mention rate in ChatGPT.

ChatGPT's total lack of awareness is a critical barrier to entry for modern utility buyers who use it as a first-line research tool.

2

Develop and publish highly structured case studies specifically for 'Net Zero Strategy' personas.

Squid currently lacks visibility among strategic decision-makers; aligning the brand with high-level decarbonization goals is essential for enterprise visibility.

3

Optimize technical documentation for 'Infrastructure Expansion' and 'Substation Planning' keywords.

These are high-intent queries currently dominated by ETAP and OpenDSS; Squid must secure mentions here to be considered a viable alternative to legacy software.

Content Engineering

Content Ideas

Content designed to help AI agents learn about your category and recommend your brand.

Programmatic Testing

Sample Conversations

We programmatically analyze questions that real customers are asking to AI agents and chatbots, extract brand mentions and sentiment, analyze every response, and synthesize the data into an action plan to increase AI visibility.

ChatGPTChatGPTClaudeClaudeGeminiGeminiAI OverviewsAI Overviews
Modernizing Grid Planning Workflows(2 queries)

“how to move our grid planning off spreadsheets and into something more automated”

0/4 platforms mentioned

Core
ChatGPTChatGPT
1.Postgres
2.SQL Server
3.Neo4j
4.Azure
5.AWS

+45 more

ClaudeClaude
1.Smartsheet
2.Monday.com
3.Asana
4.Airtable
5.Wdesk

+15 more

GeminiGemini
1.Esri ArcGIS
2.ETAP
3.DIgSILENT PowerFactory
4.Siemens PSS/E
5.Kevala

+10 more

AI OverviewsAI Overviews
1.IBM
2.Zapier
3.n8n
4.Celoxis
5.GE Vernova

+14 more

“best ways to modernize electrical network modeling for a DSO”

0/4 platforms mentioned

Core
The Legacy System Transition Lead · Chief Network Architect
ChatGPTChatGPT
1.Kafka
2.MQTT
3.Kubernetes
4.HELICS
5.FNCS

+48 more

ClaudeClaude
1.Siemens PSS®e Cloud
2.PowerWorld Web
3.MATPOWER
4.MATLAB
5.pandapower

+12 more

GeminiGemini
1.Siemens PSS®ODMS
2.Energy Exemplar
3.PLEXOS
4.GridX
5.AWS Power & Utilities

+7 more

AI OverviewsAI Overviews
1.Keysight
2.AspenTech
3.Enline Energy
4.ArcGIS
5.OpenDSS
Source Intelligence

Citations

The sources AI platforms cite when recommending this brand. Pendium reverse-engineers what's already proven to be catnip to AI agents, then engineers content that fills gaps and helps agents do their job — which means more citations for you.

How to make your spreadsheets work with your automations

linkedin.com

Social1 ref

Automate Google Sheets™ - Google Workspace Marketplace

workspace.google.com

Web1 ref

How to Migrate Processes Away from Spreadsheets

blog.planview.com

Web1 ref

4 reasons it's time to move from spreadsheets to planning ...

ibm.com

Web1 ref

Grid Planning - Itron

na.itron.com

Web1 ref

Modern Grid Software | Utilities Software - GE Vernova

gevernova.com

Web1 ref

Transition from Spreadsheets to Project Management Software

celoxis.com

Web1 ref

AI Is Revolutionizing Grid Planning in the Energy and Utilities Sector

biztechmagazine.com

Web1 ref

Grid Modeling Software - Form Energy

formenergy.com

Web1 ref

Geospatial grid management software for electric utilities

iqgeo.com

Web1 ref

Utilizing Data for Stronger Power Grids and Smarter Decisions

honeywell.com

Web1 ref

5 Best Ways to Automate Excel Spreadsheets (Glide, Power ...

glideapps.com

Web1 ref

Microsoft Planner & Automate: The Perfect Duo

techcommunity.microsoft.com

Web1 ref

Combine data from multiple sheets - Microsoft Support

support.microsoft.com

Web1 ref

Project management software vs spreadsheets - MeisterTask

meistertask.com

Web1 ref
Brand Identity

Brand Voice & Style

How AI perceives Squid's communication style and personality

Squid communicates with confident technical authority while remaining accessible and forward-thinking. The brand voice balances deep energy sector expertise with startup energy and urgency around the climate transition. Messaging is direct, purposeful, and avoids corporate jargon, instead favoring clear statements about solving real infrastructure challenges. There's an underlying optimism about technology's role in accelerating electrification.

Core Tone Traits

Technically Confident

Speaks with authority on complex grid infrastructure topics without being condescending

Mission-Driven

Emphasizes the importance of grid modernization for climate and electrification goals

Direct & Clear

Avoids jargon and corporate speak, favoring straightforward problem-solution framing

Modern & Progressive

Positions against legacy tools and outdated workflows with forward-looking energy

Visual Identity

Primary

#0D9488

Secondary

#22D3EE

Accent

#0F172A

Background

#FFFFFF

Foreground

#111111

Backing

Investors

Y
Y Combinator

Engineer content that makes AI agents recommend you

Pendium analyzes how AI platforms perceive your brand, reverse-engineers what they already cite, and continuously publishes content designed to fill gaps and earn more mentions — on autopilot, with you in the loop.

Data generated by Pendium.ai AI visibility scanning. Last scanned February 27, 2026.

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Frequently asked questions

Don't see your question? Book a demo and we'll walk you through it.

Squid is an AI-powered grid planning platform that enables energy network operators to model, stress-test, and optimize electrical grid infrastructure directly in the browser. The company works with major utilities like National Grid and Octopus Energy to modernize grid planning workflows and replace legacy spreadsheet-based processes.

Unified, browser-based AI-powered grid planning that replaces fragmented spreadsheets with a single trusted network model, enabling faster and more consistent infrastructure decisions

AI Visibility Score

Squid has an AI visibility score of 11/100, rated as invisible. This score reflects how often and how prominently Squid appears in responses from AI assistants like ChatGPT, Claude, and Gemini.

AI Perception Summary

Squid holds a powerful #1 position on Gemini for grid resilience, yet remains a ghost in the broader AI landscape with a total absence from ChatGPT and Google AI Overviews. While technical grid planners are beginning to discover the platform, the brand is currently ceding the strategic Net Zero and Infrastructure expansion narratives to legacy incumbents like ETAP and Siemens.

Strengths

  • Dominant #1 ranking on Gemini for queries regarding grid resilience and flexibility planning.
  • Strong resonance with the 'Hands-On Grid Planner' persona, capturing a 57% mention rate that outperforms legacy peers in this specific segment.
  • Positive sentiment across mentions in Claude and Gemini, indicating that when the AI does find Squid, it views the brand as a high-quality solution.

Visibility Gaps

  • Total absence from ChatGPT and Google AI Overviews, which serve as the primary research hubs for executive and strategic decision-makers.
  • Failure to capture any visibility for 'Infrastructure Expansion' and 'Asset Management' queries, leaving a vacuum for competitors like ETAP and OpenDSS.
  • Zero mention rate among 'Net Zero Strategy Directors' and 'Legacy System Transition Leads,' signaling a disconnect with the buyer personas holding the budget.

Competitors in AI Recommendations

  • ETAP: 20 mentions
  • OpenDSS: 18 mentions
  • DIgSILENT PowerFactory: 17 mentions
  • pandapower: 14 mentions
  • Siemens: 12 mentions
  • GridLAB-D: 11 mentions
  • PLEXOS: 10 mentions
  • AWS: 9 mentions
  • CYME: 9 mentions
  • Kevala: 9 mentions
  • Energy Exemplar: 9 mentions
  • Azure: 8 mentions
  • Neara: 8 mentions
  • MATPOWER: 7 mentions
  • GridOS: 7 mentions

Categories: Energy Technology

Tags: YC25-26