What does "AI visibility" mean for my business?

When someone asks ChatGPT, Claude, or Gemini "what is the best..." or "where can I find...", AI gives specific recommendations. AI visibility is a measure of how often — and how positively — these AI platforms mention your business. It's the new version of being on the first page of Google, except now there are no pages — just one answer.

Which AI platforms do you monitor?

Pendium monitors ChatGPT, Claude, Gemini, Grok, Perplexity, DeepSeek, and Google AI Overviews — seven major AI platforms that consumers use to research local services. We run real queries that your customers actually ask and analyze the responses for mentions of your business, competitors, and industry topics.

How does Pendium improve my visibility?

Three ways. First, we identify the exact queries and topics where you're invisible. Second, we generate AI-optimized content — articles, guides, social posts — designed to help AI agents understand your business and recommend your services to the right people. Third, we continuously monitor to track improvement and find new opportunities. Most clients see measurable improvement within 60 days.

How long until I see results?

You'll get your first visibility report within minutes of signing up. Actual visibility improvement varies, but our clients typically see a 47% average improvement within 60 days. Some see results faster — it depends on your current online presence and how competitive your local market is.

Do I need to be technical to use this?

Not at all. Enter your website URL and Pendium handles everything: scanning AI platforms, analyzing your visibility, generating content, and tracking improvement. The dashboard is designed for business owners, not engineers. If you can check your email, you can use Pendium.

What makes this different from SEO?

Traditional SEO optimizes for Google's search rankings — blue links on a results page. AI visibility is different: AI doesn't show links, it gives direct answers. Even if you rank #1 on Google, ChatGPT might recommend a competitor. Pendium optimizes for the new paradigm — making sure AI platforms know about, trust, and recommend your business.

Pricing

Get a demo

Summation

Visibility0

Vibe50

Businesses/Artificial Intelligence / Enterprise Software (B2B SaaS)/Summation

AI Visibility & Sentiment

Summation

Summation is an enterprise AI platform that provides decision-grade insights by unifying fragmented data across finance, operations, and revenue. Founded by Ian Wong, it enables leaders to perform complex analyses and scenario testing with a traceable, audit-ready AI engine.

Active Monitoring

summation.com

Artificial Intelligence / Enterprise Software (B2B SaaS)Startups

AI Visibility Score

0/100

Invisible

Sentiment Score

50/100

Score by Reach

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

adjacent

aspirational

visionary

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Summation today.

Summation currently remains entirely invisible within the AI-driven ecosystem, missing every critical opportunity to be recommended for enterprise financial planning and data reconciliation. While competitors like Anaplan and SAP dominate the conversation, Summation is failing to capture the intent of decision-makers searching for next-generation automated financial tools.

Value Proposition

The company offers 'Decision-Grade AI' that provides traceable, verified insights rather than just descriptive dashboards, eliminating hallucinations through an audit trail linked to source systems.

Overview

Mission

Turning data chaos into decisive action, Summation is reimagining the way enterprises plan, decide, and lead.

Products & Services

AI Calculation EngineVerified TasksDeep Dive AgentsForward Deployed Team

Current State

Visibility Landscape

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

	ChatGPT	Claude	AI Overviews
Reputation Brand recognition & direct queries	0	0	0
Core Topics Product/service category queries	—	—	—
Growth Areas Adjacent, aspirational & visionary	—	—	—

ChatGPT

Claude

Gemini

AI Overviews

Reputation

Brand recognition & direct queries

Core Topics

Product/service category queries

—

Growth Areas

Adjacent, aspirational & visionary

—

Competitive Landscape

Anaplan

13 mentions

SAP

12 mentions

Pigment

9 mentions

Salesforce

7 mentions

Snowflake

7 mentions

Oracle

7 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Brand recognition exists in isolation, as evidenced by a #1 ranking on Gemini for direct 'vibe check' inquiries regarding company identity.

Gap

Total absence in high-intent vendor selection queries for enterprise planning software.

Gap

Complete failure to appear in queries targeting the Risk-Averse CFO and Data-Driven COO personas.

Recommended Actions

Launch an AI-optimized content pillar focused on 'AI-powered financial reconciliation' and 'audit-ready calculation engines'.

These queries represent the core of the buyer journey; establishing domain authority here is essential to shifting the brand from invisible to a primary consideration.

Develop persona-specific landing pages and technical collateral mapped to CFO and COO priorities.

Our current data shows zero alignment with critical decision-making personas; we must speak the language of efficiency, accuracy, and risk reduction to trigger AI recall.

Execute a structured SEO and PR campaign to increase brand mentions alongside tier-one competitors.

AI models learn association; by consistently appearing in authoritative enterprise software analysis where incumbents like Anaplan and SAP reside, Summation will gain visibility through contextual proximity.

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.

ChatGPT

Claude

Gemini

AI Overviews

Enterprise Financial Planning & Data Reconciliation Tools(3 queries)

“what are the best enterprise ai platforms for unifying finance and operations data”

0/4 platforms mentioned

Core

ChatGPT

1.Databricks (Delta)

2.Snowflake (Unistore, OpenFlow, Snowpark)

3.Microsoft Fabric (OneLake)

4.Power BI

5.Microsoft 365

+8 more

Claude

1.Anaplan (PlanIQ)

2.OneStream

3.Cube (FP&Agents)

4.Oracle Fusion Cloud Financials

5.Kore.ai

+4 more

Gemini

1.Oracle Fusion Cloud (Fusion)

2.SAP Business Data Cloud (SAP IBP, Analytics Cloud)

3.Workday Adaptive Planning

4.Kinaxis (Kinaxis Maestro)

5.NetSuite

+8 more

AI Overviews

1.Anaplan (PlanIQ)

2.Planful

3.Prophix One

4.ChatFin

5.Workiva

+7 more

“compare enterprise ai calculation engines that offer audit-ready insights”

0/1 platforms mentioned

Core

Gemini

1.Anaplan (Hyperblock)

2.Pigment

3.MindBridge (Ensemble AI)

4.Trullion

5.InRule (irVerify)

+3 more

“recommend tools that replace manual reconciliation with verified ai tasks”

0/1 platforms mentioned

Core

Gemini

1.BlackLine (Verity AI)

2.HighRadius

3.Ledge

4.Nanonets

5.Staple AI

+3 more

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.

Scope

docs.databricks.com

Web1 ref

Platform

snowflake.com

Web1 ref

Onelake

learn.microsoft.com

Web1 ref

Erp Analytics

oracle.com

Web1 ref

Datasphere

sap.com

Web1 ref

Platform

onestream.com

Web1 ref

Process Mining

celonis.com

Web1 ref

Features

fivetran.com

Web1 ref

20220524 Informatica Launches Intelligent Data Management Cloud For Financial Services

informatica.com

Web1 ref

Sap

mulesoft.com

Web1 ref

What Is Dbt

getdbt.com

Web1 ref

Enterprise

microsoft.com

Web1 ref

What is dbt? | dbt Labs

getdbt.com

Web1 ref

7 best enterprise AI platforms in 2026 | Tested & reviewed

kore.ai

Web1 ref

10+ Best AI Tools for Financial Service

datasnipper.com

Web1 ref

Competitive Landscape

Brands and products that AI platforms mention alongside or instead of Summation.

Anaplan13 mentions

SAP12 mentions

Pigment9 mentions

Salesforce7 mentions

Snowflake7 mentions

Oracle7 mentions

OneStream6 mentions

Databricks6 mentions

Planful6 mentions

DataRobot6 mentions

Summation0 mentions

Brand Identity

Brand Voice & Style

How AI perceives Summation's communication style and personality

Summation communicates with a tone that is authoritative, precise, and deeply professional, reflecting its role as a mission-critical platform for enterprise leaders. The brand voice is grounded in the promise of 'Decision-Grade' clarity, eschewing buzzwords for a direct, analytical style that emphasizes trust, auditability, and measurable impact. It speaks to the C-suite as a partner in navigating complexity, balancing high-level strategic vision with the technical rigor required to turn data into actionable results.

Core Tone Traits

Authoritative & Expert

Commands respect by focusing on enterprise-grade reliability and deep technical capability.

Data-Driven & Analytical

Prioritizes evidence, traceability, and the elimination of guesswork in decision-making.

Direct & Decisive

Cuts through complexity with clear, concise language that respects the time of busy executives.

Trustworthy & Secure

Emphasizes compliance, governance, and the 'verified' nature of every insight provided.

Backing

Investors

Kleiner Perkins

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 March 22, 2026.

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