Most AI pilots die in the demo.

Every revenue team has seen the agent demo by now. It researches an account, writes a decent opener, and everyone in the room nods.

Then it meets a real CRM, real prospects and a real budget. A confident sentence turns out to be invented, nobody can say what the agent did last Tuesday, and the pilot quietly dies.

It's rarely the model. The pilot didn't know the business and nobody could check its work. GTMpro OS starts with both: what your business knows, and a person in control of what goes out.

03

One layer, contact to renewal

Not another point tool. GTMpro OS works across the whole revenue cycle, from the first signal to the renewal, on top of the systems you already have. Tap a card to see examples.

Know who's ready to buy

Hear about the moments that matter the day they happen, with a sourced brief on any account before you call.

Examples →

Know who's ready to buy

Know the day a target account opens an office, raises, hires a sales leader or posts a tender.
A one-page brief on any account before a first call, every fact sourced.
Keep watch on competitors' pricing, hiring and customer wins.

Focus on the right accounts

One written definition of a great customer, applied to every account, with the reason next to every score.

Examples →

Focus on the right accounts

Turn a gut-feel ideal customer into a written rubric the whole team agrees on.
Score every account in your CRM and your TAM, with the reasons next to each score.
Re-score automatically when something changes, like a new sales leader.

Reach out with a reason

Personal emails and LinkedIn messages that start from something real, drafted for your reps to approve.

Examples →

Reach out with a reason

Keep thousands of not-yet-ready accounts warm with relevant, sourced touches.
Personalised first emails and LinkedIn messages, drafted for your reps to approve.
Follow up after events and webinars within the hour, not the week.

A CRM that keeps itself current

Records enriched, leads routed and meetings logged, so the CRM is right without anyone chasing it.

Examples →

A CRM that keeps itself current

Dedupe, enrich and fix ownership across your CRM, every night.
Route new leads to the right rep with talking points attached.
See which signals and touches actually turned into pipeline.

Keep and grow customers

Renewal risk flagged early, expansion moments spotted, and lost deals revived when their reason changes.

Examples →

Keep and grow customers

Flag renewal risk early, from usage, support and email signals.
Spot expansion moments: new teams, new offices, new funding.
Revive closed-lost deals when the reason they said no changes.

Ask anything about your pipeline

Ask in plain English and get a sourced answer, including what it doesn't know yet.

Examples →

Ask anything about your pipeline

Ask what changed at your top 20 accounts this month, and get a cited answer.
Call prep in a minute: history, open threads and what to ask.
A weekly pipeline summary for leadership, written for you.

Your AI keys, approved models

Bring your own Anthropic, OpenAI or open-model keys. We test and approve each model before it runs your work.

Agents shaped like your team

Each one has a job, the data it may see and the tools it may use. Nothing more.

Controls, built in

nothing sent without a yesa source for every factsafe CRM writesspend limitsyour rules, in writing

Your tools

Live today: HubSpot · Gmail · Calendar · Drive · Slack · Notion · Recall.ai · Deepline. More in development.

The GTMpro OS platform

hosted, secured and kept up to date by us · connected to your CRM

A record of every run: what it did, and what it cost

AI models come and go. Your playbooks, your rules and your CRM stay at the centre.

Built for

Founders handing over salesRevenue leadersRevOps and GTM engineersFractional sales leaders

04

One platform across your whole stack

Most revenue teams run a data tool, a sequencer, a dialler, a call recorder and a CRM that none of them keep up to date. GTMpro OS is the layer that makes them work as one.

Job	What GTMpro OS does	Works with
Research and signals	Watches your accounts and market, and briefs your rep before every call.	Deepline · Clay · Firecrawl
Data and enrichment	Finds and verifies contacts and company data, trying several providers until one has it.	Clay · Apollo · Deepline · ZoomInfo
ICP and scoring	Scores every account against your written rubric, with the reason on the record.	Your CRM
Sequencing	Drafts each step and, once approved, loads the right people into your sequencer.	Outreach · Salesloft · Apollo · Instantly · Smartlead · HeyReach · Lemlist
Calling	Builds call lists with a reason to call, preps the rep and logs the outcome.	Aircall · JustCall · Orum · Nooks
Meetings	Prep before, then notes, tasks and a follow-up draft after.	Recall.ai · Gong · Fireflies
CRM upkeep	Dedupes, enriches, routes and logs, so the record stays right.	HubSpot · Salesforce · Attio · Pipedrive
Pipeline and renewals	A Monday brief, stalled deals chased, renewal risk and expansion flagged.	Your CRM · Slack · Gmail

Which connections are live today and which are in development is listed under Yours to keep.

05

Why teams trust it

Four things an AI system needs before a revenue team will let it near real customers.

i

See everything it did

A full record of every run, with its cost
Quality checked before and after every change

Ask what the system did last Tuesday and get an exact answer: every step, every source it read, how long it took and what it cost. Your admins see the same record, and can export it to the monitoring tools you already use.

Run record · demo account · live

gtmpro-os / demo / Runs / d6df0b05…6765

TRACE revenue_crew.arun

Latency 49.50sTotal cost $0.1906Tokens 85,779 → 6,123Model open-weight · glm-5.2Account auralane.example

ObservationLatencyTokens · Cost0s10s20s30s40s

AGENTrouter.arun2.82s

GENERATIONModel.ainvoke2.80s157 → 183

AGENTrevenue_crew.arun46.53s

GENERATIONModel.ainvoke5.02s12,052 → 277 · $0.0257

GENERATIONModel.ainvoke9.52s3,429 → 672 · $0.0085

TOOLsearch_web4.29s

TOOLget_account_signals8ms

GENERATIONModel.ainvoke8.43s19,834 → 652 · $0.0426

GENERATIONModel.ainvoke14.39s3,689 → 1,146 · $0.0101

TOOLfetch_page2.56s

TOOLfetch_page2.17s

TOOLadd_evidence172ms

GENERATIONModel.ainvoke20.45s20,222 → 1,810 · $0.0459

TOOLadd_memory36ms

TOOLadd_memory26ms

TOOLadd_memory25ms

TOOLadd_memory24ms

TOOLadd_memory28ms

TOOLadd_memory35ms

TOOLadd_memory30ms

TOOLadd_memory32ms

TOOLadd_memory26ms

GENERATIONModel.ainvoke8.49s4,881 → 821 · $0.0119

GENERATIONModel.ainvoke2.09s372 → 122 · $0.0010

TOOLscore_icp13ms

TOOLrequest_approval204ms

GENERATIONModel.ainvoke4.45s21,143 → 440 · $0.0449

TOOL request_approval

Status: Waiting for human
Channel: #gtm-approvals
Gate: approvals.id = 412
Writes held: contact, company, deal, sequence

Input

{
  "account": "Auralane HQ",
  "icp_score": 87,
  "draft": "Saw the new Melbourne office [E2]...",
  "evidence": ["E2", "E4", "E7"],
  "claim_check": "pass: 3/3 claims cited"
}

Scores

grounded 1.00icp_fit 0.87spam_act 1.00

Agno Viz · demo/gtm-stack · live spans

The whole system in one view: Agno Viz ↗, 3D observability for Agno multi-agent systems. Nodes light up as the run moves through them.

ii

Every fact has a source

Claims without a source are cut before you see them
Scores broken down so you can see the reasoning
Nothing goes out without a person's yes

Every sentence points at something real. Every score breaks down by criterion. And nothing reaches a prospect or your CRM until a human clicks Approve.

Draft · Sarah Chen, VP Sales, Auralane HQ

Saw the new Melbourne office and the two SDR roles you're hiring for. Teams at that stage usually ramp new reps on the same three objections. ~~Congrats on the Series B.~~

fact, citedyour playbookcut by claim check

Evidence ledger

E2	Opened Melbourne office	auralane.example/news · 3 Oct	✓
E4	Hiring 2 SDRs	careers page · 6 Oct	✓
P1	Objection playbook	your playbook · v3	✓
?	Series B	no source found	✕

ICP rubric · 87 / 100 · Tier A

Segment fit30 / 30
Hiring signal22 / 25
Stack fit18 / 20
Timing17 / 25

Scored per criterion, totalled in code.

GTMpro OS approval card in Slack: outreach for a fictional account with cited evidence tags, a claim check result and Approve, Edit, Reject buttons

iii

It remembers your business

Learns your accounts, people and playbooks as it works
Notices when a fact changes, and acts on it
Tidies itself overnight and flags contradictions for a person

Every call, email and research run adds to what it knows about your market. When a fact changes, like a new head of sales at a target account, it keeps the history and tells you what to do next. Nothing is ever lost, and it never quietly overwrites what your team told it.

Day · every run

Capture and recall

facts, observations and decisions written with sources
hybrid recall: vector + keyword, with citations
salient facts written back automatically

02:00 · overnight anneal

The dream cycle

merge duplicates, consolidate entities
supersede stale facts, keep the history
repair citations, score salience
surface contradictions for a human

Sunday · reseed

Rebuild from the log

re-embed and rebuild the recall index
from an append-only log, nothing lost
swap the memory engine without losing a fact

Fact · auralane.example · head of sales

v1 · superseded

~~Maria Lopez~~

2 Mar → 14 Aug 2026 · source E1

v2 · current

Sarah Chen

since 14 Aug 2026 · source E2

Semantic inference

New sales leader, first 90 days. Re-score the account, refresh the brief.

iv

Yours to keep

Works with the tools you already run, each one marked live or in development
Bring your own AI keys, on models we've tested and approved

No rip and replace. Your CRM stays the record and GTMpro OS works on top of it. You use your own AI keys, so you see and control the model spend, and we approve each model before it can touch your pipeline. A new model never changes how your team sells without a check.

livein development

CRM

HubSpotSalesforceAttioPipedrive

Data and enrichment

DeeplineClayApolloZoomInfoHunter

Sequencers

InstantlyOutreachSalesloftApolloSmartleadHeyReachLemlist

Diallers

AircallJustCallOrumNooks

Research

DeeplineSerperFirecrawlBrowserbaseJina Reader

Calls and meetings

Recall.aiGongFireflies

Comms

SlackGmailGoogle Calendar

Docs

NotionGoogle Drive

AI models (your keys)

AnthropicOpenAIopen models

Everything else

any tool with an API, on request

Stays yours

your CRM, as the record
your AI keys and spend
your playbooks and rules
your approvals

06

Get started

GTMpro OS runs our own business every day. We are opening it to a small number of teams.

i

Become a design partner

Discounted pilot · Lifetime discount

Help shape the product on your own pipeline. You get a discounted pilot, set up in your stack with your team, and a discount that stays for life. What works for you decides what gets built next. Request early access ↓
ii

Have it built into your stack

GTMpro services

Want the outcomes without running a platform? Our GTM engineering and RevOps team builds the same workflows into the CRM and tools you already have. GTMpro services ↗
iii

See it on your accounts

A 30-minute walkthrough

Send us three accounts you'd love to win. We'll run GTMpro OS on them and walk you through the briefs, the scores and the drafts it produces, on a call. Book a walkthrough ↓

07

Request early access

Tell us about your team, your CRM and where deals get stuck. We'll show you GTMpro OS on accounts you care about.

gagan@gtmpro.com.au LinkedIn ↗ GitHub ↗

Every rep, selling like your best one.

See everything it did

Every fact has a source

It remembers your business

Yours to keep