Your AI workforce for AI search

AworkforceofAIagentsthatwinsyourAIvisibility

Be the answer on

ChatGPT

When buyers ask ChatGPT, Gemini or Perplexity what to choose, the agents make sure you're the answer — they do the whole job, not a dashboard.

Book a demo →Meet the workforce

Tracked across every major AI engine

ChatGPT

Gemini

Perplexity

Claude

AI Overviews

Grok

DeepSeek

AI Mode

Your AI workforce

Five teams of AI agents, working 24/7 on your GEO

22 specialists across five teams — every one an expert in generative engine optimization. They run around the clock so your brand is the answer AI gives. Here's each team — meet every agent just below.

Strategy Team

Decides what to win in AI search — and how.

Data Team

Watches every AI engine and tells you what changed.

Content Team

Writes the pages AI engines actually cite.

Improvement Team

Fixes your site and earns the off-site authority AI trusts.

HR Team

Keeps the workforce healthy and getting sharper.

Meet all 22 agents →

The agent workforce

Team 1 / 5

Strategy Team

Direction, doctrine & company truth

Team lead · Gemini 3.1 Pro

Strategy Team Lead

Owns your GEO direction — market read, doctrine, company truth and exec briefings.

GEO Market Expert

Market intelligence

Claude Sonnet 4.6

Tracks the GEO/AEO landscape — engines, models, vendor moves. Maintains a living market briefing.

Bright Data

YouTube

RSS

GEO Strategist

Strategy & roadmap

gpt-5.4

Translates market insight into a playbook. Owns doctrine, frameworks and the quarterly roadmap.

Notion

Google Docs

Company Expert

Company knowledge

Claude Sonnet 4.6

Living memory of your brand — products, customers, claims. The single source of company truth.

CMS

Google Drive

Notion

Reporting Agent

Briefings & dashboards

kimi-k2.5

Turns team output into clear briefings, dashboards and exec summaries — the team’s voice to humans.

Slack

Teams

PowerPoint

Google Slides

scroll to move through the teams →

Team 2 / 5

Data Team

Measurement & signal

Team lead · Claude Sonnet 4.6

Data Team Lead

Owns measurement — visibility, competitor share of voice, prompt coverage and web signals.

Data Analyst

Visibility analytics

Claude Sonnet 4.6

Quantitative core for GEO/AEO. Models brand visibility, citation share and engine-specific trends.

Google Analytics

Search Console

BigQuery

Looker

Competitor Analyst

Competitor intelligence

kimi-k2.5

Tracks competitors in AI answers — share of voice, citation patterns and content gaps to exploit.

Bright Data

Semrush

Ahrefs

SimilarWeb

Prompt Specialist

Prompt panel

gpt-5.4

Curates the prompt set used to probe AI engines — taxonomy, intent coverage and test design.

Notion

Airtable

Web Analytics Agent

Outcome attribution

kimi-k2.5

Connects GEO visibility to web outcomes. Reads GA4/GSC and attributes AI-driven traffic.

GA4

Search Console

BigQuery

scroll to move through the teams →

Team 3 / 5

Content Team

AI-citable content, end to end

Team lead · Claude Sonnet 4.6

Content Team Lead

Drives ideation, drafting and editorial QA of AI-citable content end to end.

Idea Generator

Ideation & briefs

Gemini 3.1 Pro

Generates content ideas mapped to AI-engine intent gaps. Briefs writers with angles and sources.

Semrush

Notion

Content Writer

Drafting

Claude Opus 4.7

Drafts AI-citable content — source-rich, structured for retrieval and answer engines, in your voice.

WordPress

Webflow

Google Docs

Surfer

Critique

Editorial gatekeeper

Claude Sonnet 4.6

Editorial gatekeeper. Stress-tests every draft for accuracy, citability, brand fit and readability.

Google Docs

Grammarly

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Team 4 / 5

Improvement Team

Owned-site, off-site & structured sources

Team lead · Claude Sonnet 4.6

Improvement Team Lead

Owns owned-site, off-site authority and structured-source presence improvements.

Owned-Site Technical

On-site technical

kimi-k2.5

Owns your site as a citable source — schema, structure, crawlability and on-page signals.

WordPress

Webflow

GitHub

Search Console

Screaming Frog

Knowledge Graph Agent

Structured sources

kimi-k2.5

Advisory only — monitors Wikipedia, Wikidata and structured sources and recommends edits humans submit.

Wikidata

Wikipedia

Crunchbase

Authority Outreach

Off-site authority

kimi-k2.5

Builds your off-site citation footprint — journalists, analysts and trusted publications LLMs cite.

HubSpot

Pitchbox

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Team 5 / 5

HR Team

Keeps the workforce healthy

Team lead · Claude Sonnet 4.6

HR Team Lead

Keeps the workforce healthy — controls, performance monitoring and continuous upgrades.

Technical Controller

Integration health

kimi-k2.5

Health-checks every agent’s tools, integrations and connectors. Catches breakage before it hits output.

Slack

PagerDuty

GitHub

Performance Monitor

Quality monitoring

Claude Sonnet 4.6

Watches each agent’s accuracy, latency and useful output. Flags drift and underperformance.

Slack

Looker

Improvement Specialist

Continuous improvement

Claude Sonnet 4.6

Proposes prompt, capability and workflow upgrades for any agent — the continuous-improvement engine.

Notion

GitHub

scroll to move through the teams →

Build your own

Build your own agents

Clone any of our 22 agents and reshape it — or create entirely new ones for your business. You set the purpose, model, tools and schedule.

Build an agent →

New agent

PurposeLocalisation specialist

Model

Claude Sonnet 4.6

ToolsEmailCMSDeepL

ScheduleDaily · 08:00

AutonomyApprove before publish

＋ Add to Content team

The platform

Not just the agents — the full AI-visibility platform

Everything a traditional tracking tool does — set up prompts, track your visibility, watch the trends and benchmark against competitors — built in and worked for you.

Brand Rankings

Top insurance companies by AI visibility

Brand	Ranking	Visibility	Share of Voice	Sentiment
Allianz	#1	49%	21%	82%
Zurich	#2	41%	18%	79%
AXA	#3	38%	16%	77%
State Farm	#4	34%	14%	75%
Progressive	#5	29%	11%	73%

Set up your Prompts

Create and organize prompts with folders and tags. Run them in your desired locations and view aggregated results by folder or subfolder.

/Products/Discovery

Compare top 5 electric vehicles by range and price

EVComparison

/Technology/Environment

Environmental benefits of electric vs gas cars

EnvironmentImpact

AI Visibility Trends

Track how your metrics evolve over time and across regions, topics, and languages—identify patterns, trends, and opportunities.

AI Visibility Metrics showing trends across regions and languages

Competitive Benchmarking

Select competitors and industry leaders to benchmark against, and compare your AI visibility across metrics.

Competitive Benchmarking

Top 10 brands positioned by visibility and share of voice

Allianz (#1)

Zurich (#2)

AXA (#3)

State Farm (#4)

Progressive (#5)

Top LLM Sources

See which websites are used as sources by LLMs, and understand their impact on AI-generated answers about your brand.

AI Engine Comparison

Compare visibility and representation across major AI engines, and uncover differences in how your brand is presented.

What you get

You get found by AI. Without hiring a team.

Three concrete outcomes — in plain language.

You become the answer

When buyers ask ChatGPT or Gemini which product to choose, you're named. The workforce builds the strategy, writes the content and earns the citations to make it happen.

No team to hire

The agents do what a full GEO team would do — for a fraction of the cost. No new hires, no headcount approvals, no months of ramp-up.

No new tool to live in

The workforce shows up in Slack, Teams or email — the tools your team already uses. You supervise; you don't manage another platform.

Not a dashboard

Watch the agents work together

Creating a page

GGEO Strategistdefines the content strategy

↓

IIdea Generatorcreates the idea & brief

↓

CContent Writerwrites the draft

↓

QCritiquereviews — sends it back if it’s not good enough

↓

LContent Team Leadapproves & publishes

✓A page built to be cited by AI

Measuring your visibility

CCompany Expertunderstands your products & buyers

↓

PPrompt Specialistcreates the questions buyers ask AI

↓

DData Analystruns them across every AI engine

↓

RReporting Agentsends you the report

✓You know exactly where you stand

Winning an answer back

DData Analystspots a visibility drop

↓

KCompetitor Analystfinds out why

↓

GGEO Strategistdecides the counter-move

↓

CContent Writerupdates the content

↓

AAuthority Outreachstrengthens the sources

✓You’re back in the answer

StrategyDataContentImprovement

Ready to become the answer?

See the workforce run against your own brand in a 20-minute demo.

Book a demo →

Control

The agents work, you stay in control

Autonomous when you want it, alongside your team when you don't. You set the boundaries; every action is visible and approvable.

Human-in-the-loop approval

Material actions — publishing, outreach, spend — require your sign-off. Autonomy is granted, never assumed.

✓

Complete audit trail

Every decision, data source and action is logged and reviewable. Nothing happens unrecorded.

◇

Controls & data residency

Scoped credentials per agent, EU residency option, and a full audit trail on every read and write.

Integrations

Plugged into your whole stack

The agents read where AI systems get their answers, and act inside the SEO tools you already use.

AI systems monitored

ChatGPT

Gemini

Perplexity

Claude

AI Overviews

Copilot

Search & analytics

Ahrefs

Sistrix

Semrush

Search Console

GA4

Screaming Frog

Content & CMS

WordPress

Webflow

Google Docs

Notion

Surfer

Outreach & data

BrightData

Gmail

Slack

HubSpot

Bespoke integrations available. The team operates over any system with an API.

We don't sell a dashboard. We give you the missing knowledge and the workforce to define — and execute — a state-of-the-art AI-search strategy.

The Kambrium position

Your AI workforce for AI search

Win the AI answer —
don't just measure it.

Get a team that knows what's changing, what to do, and does the work.

Book a demo →See how it works

Not ready to talk? Get a free AI-visibility snapshot →

Five teams of AI agents, working 24/7 on your GEO

Strategy Team

Data Team

Content Team

Improvement Team

HR Team

Build your own agents

Not just the agents — the full AI-visibility platform

Set up your Prompts

AI Visibility Trends

Competitive Benchmarking

Top LLM Sources

AI Engine Comparison

You get found by AI. Without hiring a team.

You become the answer

No team to hire

No new tool to live in

Watch the agents work together

Creating a page

Measuring your visibility

Winning an answer back

Ready to become the answer?

The agents work, you stay in control

Human-in-the-loop approval

Complete audit trail

Controls & data residency

Plugged into your whole stack

Win the AI answer —don't just measure it.

See the workforce run on your brand

Win the AI answer —
don't just measure it.