Platform · Capability deep-dive

The agents bring their own tooling. Then they plug into yours.

Two sides to the same coin. The agents arrive with the paid third-party tooling they need to work — bundled, often cheaper than DIY. Then they connect into the systems you already run — one click, scoped, audited.

Bright Data, SERP, geo, vector — includedSlack, Teams, HubSpot, Salesforce — one clickPer-agent scoped · per-org isolatedFull audit trail on every read & write
The split

What you buy. What you connect.

Two categories that get conflated everywhere else. We separate them — because the savings story is different for each.

Brought by the workforce

Tooling the agents need to do the job

Residential proxies. SERP API. Geo data. Vector store. Citation crawlers. Web fetchers. If you tried to build this stack yourself, every one of those is a separate vendor, a separate contract, a separate setup.

ExamplesBright Data · SERP API · geo data · vector store · web search · citation crawler · archive checker
Connected to your stack

Systems you already run

The other side: the tools that hold your work. Slack, Teams, HubSpot, Salesforce, Notion, Linear, Jira, Asana, Zendesk, Intercom. Plus a growing toolkit ecosystem for the long tail.

ExamplesSlack · Microsoft Teams · HubSpot · Salesforce · Notion · Linear · Jira · Asana · Zendesk · Intercom · Google Analytics · many more
Brought by the workforce

The paid tooling the agents arrive with

Each of these would be a separate vendor on its own. Six of the most important ones, what they do, and what they save you. Charged through transparently — nothing hidden.

B
Web infrastructure

Bright Data — residential proxies

Included

Real residential IPs across 195 countries for sophisticated crawling without getting blocked. The Competitor Analyst and Authority Outreach agents use this to see what AI engines see — from anywhere.

Saves youA direct Bright Data subscription with comparable coverage runs into four figures monthly at low volume — before you've written a line of integration code.
Used by Competitor Analyst · Authority Outreach · Market Expert
S
Search APIs

SERP API access

Included

Programmatic access to Google, Bing and AI-engine results pages. Used by Web Research to gather real citations, by Data to probe the prompt panel, and by Improvement to check crawl coverage.

Saves youA standalone SERP API plan at the volume the workforce uses runs into hundreds of euros monthly. Bundled here.
Used by Data Analyst · Prompt Specialist · Web Research
G
Location data

Geo / location data

Included

IP-to-geo, country-level intent, locale resolution. Used wherever buyer location matters — multi-market visibility readouts, localised prompts, region-scoped competitor analysis.

Saves youGeo data of comparable depth, plus the dev time to integrate it. Bundled here, no SDK plumbing.
Used by Data Analyst · Prompt Specialist · Reporting Agent
V
Vector storage

Vector store & embeddings

Included

Embedding compute and a managed vector index for every agent that needs semantic recall. Memory queries, knowledge graph lookups, source dedup — all run here, scoped per agent.

Saves youA managed vector cluster and embedding compute at workforce scale runs into hundreds to low thousands monthly. No ops to run.
Used by Every agent · via memory + skill recall
C
Citation tracking

Citation crawler & archive checker

Included

Traces every citation back to its source, checks freshness against archive.org, validates that URLs haven't rotted. The plumbing under Source Vetting and Citation Forensics skills.

Saves youNo off-the-shelf product does exactly this — you'd build it. Weeks of engineering per customer.
Used by Content team · Data team · Source Vetting skill
F
Content fetching

Web fetcher (clean extract)

Included

Headless-browser-grade page fetching with content extraction (reader-mode-quality clean HTML). Handles JS-rendered pages, paywalls where allowed, and authentication where you've granted it.

Saves youSelf-hosting Puppeteer / Playwright at scale plus the maintenance to keep it from breaking. Bundled here.
Used by Market Expert · Content team · Improvement team
One bill, not ten

The total saving is the integration tax you don't pay.

Each tool above is a separate procurement, integration and ops surface on its own. Bundled here: one bill, one contract.

Connected to your stack

One connection. Every agent that needs it.

Workspace-level connections, per-agent allowlists. Connect once at the top — then decide which agents can touch what.

SlackMessagingConnected
Microsoft TeamsMessagingConnected
HubSpotCRMConnected
SalesforceCRMAvailable
NotionDocsConnected
LinearTicketsAvailable
JiraTicketsAvailable
AsanaProjectsAvailable
ZendeskSupportAvailable
IntercomSupportAvailable
Google AnalyticsAnalyticsConnected
HubDBDatabaseAvailable
BigQueryData warehouseAvailable
SnowflakeData warehouseAvailable
SendGridEmailAvailable
MailchimpEmailAvailable
ShopifyE-commerceAvailable
StripePaymentsAvailable
GitHubCodeAvailable
Google DriveDocsConnected
Office 365DocsAvailable
ZoomMeetingsAvailable
CalendlySchedulingAvailable
+ many moregrowing weekly via the toolkit ecosystem
Scoping & security

Four guarantees about what each agent can touch

Connecting is the easy part. Controlling what the workforce does with the connection is what makes it safe to ship.

i

Per-agent allowlist

Connected at the workspace level, allowlisted per agent. The Sales Drafter can't touch Salesforce unless you explicitly added it.

ii

Scoped credentials

Each agent gets a token scoped to its job. The Outreach agent can draft emails but can't send without your sign-off.

iii

Full audit trail

Every read and write logged with timestamp, agent and payload. Searchable, exportable.

iv

Autonomy tier per agent

You decide per agent and per integration which actions need your approval and which can ship without you.

Your AI workforce for AI search

Let's map your stack against the workforce

30-minute working session. Tell us your tools; we'll show you which agents would use what, what comes built in, and where you'd save on a vendor.

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See the workforce run on your brand

Pick a time — a 20-minute working session on your own brand.