How is this different from Glean / Copilot / Notion AI?

Those are search products with a chat interface bolted on. We build the 48X graph from your docs, email, meetings, and CRM, then wire it into outreach, reporting, onboarding, and internal Q&A. And we ship in 48 hours, customised to your business, instead of a generic SaaS subscription.

Do we have to migrate our data?

No. We sit on top of where it already lives — Google Drive, SharePoint, your CRM, your inbox. No migration, no data lake project, no two-year IT initiative.

How do you handle confidential or sensitive content?

It stays inside your tenancy. We never copy it out. Permissions from your source systems are inherited automatically.

What is "the 48X graph," actually?

It's the difference between a folder of PDFs and a structured database. We turn "the email Maria sent about pricing" into a fact: Maria · approved · 10% discount · for Account X · on April 12. Multiply that by every email, doc, and meeting in your business. That's the 48X graph.

How do you keep it accurate when the business changes?

New emails, docs, and meetings flow in automatically. The graph rebuilds the affected entities daily. You don't curate it; it stays current on its own.

Does outcome-based pricing apply forever?

No. The 48-hour build is paid only on outcome — that's the entry. Subsequent work (multi-workflow rollouts, ongoing partnership, advisory) uses conventional pricing: monthly retainer or fixed project fee, depending on scope. The outcome guarantee is the entry point. After the first build proves out, we operate like a normal partner.

We've been burned by AI tools that promised 40% productivity gains and delivered integration nightmares. Why is this different?

This is the right objection to ask. The Thunders 2026 CTO survey backs it: cost and integration ease beat ROI claims as the top adoption factors. Why? Vendors have been overselling for two years. We don't sell productivity numbers we can't prove. On the first call, we agree the metric: PRs merged per week, ticket cycle time, or senior-engineer hours reclaimed. We tie the milestone payment to it. Then we ship in 48 hours, so you see the integration work before serious money is spent. If the metric doesn't move, you don't pay.

How is this different from giving everyone Cursor or Copilot?

Those are autocomplete on steroids — they live inside the IDE while a human drives. We install ticket-to-PR mode: Claude Code owns the ticket from Jira to PR-ready code, while humans stay in review. 92% of teams already use AI for code generation; the differentiator now is Jira, GitHub, CI, and review integration, not the model.

What if the AI writes bad code?

It does, sometimes. That's why every PR runs through your existing CI, your branch protections, and a human reviewer. The AI's job isn't to merge code. It's to prep the PR so cleanly a senior engineer reviews and merges in five minutes — instead of writing it from scratch in three hours.

Will our team push back on this?

Senior engineers love it once they see it. The thing they hate isn't AI — it's writing the boilerplate, the tests, and the bug fixes they've done a hundred times. We free them up for the work that's actually hard.

Do you only work with Claude Code?

It's our default because it is currently the strongest model for ticket-to-PR coding runs. We also support Codex and open-source coding models for clients with specific compliance constraints. We're not religious about the tool — we're religious about the outcome.

What if our codebase is messy / legacy / uncommented?

That's normal. We index it as it is and the 48X graph links files, past PRs, decisions, and test patterns. Most of our clients have codebases nobody on the current team fully understands. Claude Code handles that better than a new hire would.

How do we measure ROI?

PRs merged per week, time-to-merge, ticket cycle time, senior engineer hours freed. We agree the metric on the first call. If the system doesn't move it, you don't pay.

Does outcome-based pricing apply forever?

No. The 48-hour build is paid only on outcome — that's the entry. Once the system is live and the metric has moved, expansion work runs on conventional pricing: a monthly engagement that covers model updates, new workflows, on-call support, and continued integration with your stack. The outcome guarantee gets you in the door. After that, normal economics.

AI for Business · The 48X graph

Your business already knows the answer. It's buried in 11 inboxes and 4 drives.

The 48X graph: every doc, email, and meeting, wired into the workflows your team runs every day.

Live in 48 hours. No migration. No rip-and-replace.

Apply for a 48-hour build See an example

Where did we decide tier-3 pricing?|

48X · ASK

Gmail

Re: Q2 pricing approval

Acme · Apr 11

# SlackSlack

anyone remember tier-3?

@james · 2d ago

NotionNotion

Pricing Strategy v3

stale · Mar 8

CalendarCalendar

Pricing Review

Maria · James · Sarah

SFDCSFDC

Acme Corp

Tier 3 · 10% · won

NotionNotion

Maria Chen: “OK, tier-3 customers go with the 10% discount, formally approved.”

Outlook

Globex — same terms?

FW: from James · 3d

DriveDrive

Q2 Customer Promises

Sarah · 4 days ago

# SlackSlack

didn't we change Q1?

@sarah · 1w ago

SOURCED · APR 12

48X graph · synced 2 min ago

scanned 47 docs · 312 emails · 18 meetings

59%

of employees spend 11+ hours a week chasing critical information across disconnected tools.

48hours

from kickoff to working answers on your data.

5live

production systems running today across our portfolio.

Every source

Every source where your decisions already live.

We connect under your access controls. Permissions preserved through the whole flow. If a user can't see a doc in SharePoint, they can't see it through the AI.

Source

What 48X extracts

Email (Gmail / Outlook / M365)

GmailOutlookM365

Decisions, commitments, customer context, internal threads, attachments.

Documents (Drive / SharePoint / OneDrive / Notion / Confluence)

DriveSharePointOneDriveNotionConfluence

Strategy docs, playbooks, contracts, decks, memos, meeting notes.

CRM (HubSpot / Salesforce / Close / Pipedrive)

HubSpotSalesforceClosePipedrive

Accounts, deals, contacts, activity history, custom fields.

Meetings (Fireflies / Otter / Granola / Zoom transcripts)

FirefliesOtterGranolaZoom

Decisions made, action items, who said what, customer quotes.

Chat (Slack / Teams)

SlackTeams

Project context, unresolved questions, institutional in-jokes that are actually decisions.

Tickets (Jira / Linear / Zendesk / Intercom)

JiraLinearZendeskIntercom

Bug history, customer issues, resolutions, patterns over time.

Internal databases & data warehouses

BigQuerySnowflakePostgres

Structured facts: revenue, usage, churn, anything in BigQuery / Snowflake / Postgres.

The 48X graph

The 48X graph: your business, wired into the work.

A live, structured map built from your existing sources — then wired into the workflows that earn money. Click any moment to see what the graph delivers.

Every new doc, email, and meeting flows in automatically.12,847 facts indexed · 4 sources · synced 2 min ago

Use cases

What we ship most often

48X graphlive

ICP score 94

email · crm · docs

Use case 1

Outbound scorer — scores leads, drafts outreach in your voice

Pulls buyer signals from public sources. Scores leads against your closed-won history. Drafts personalised outreach grounded in past customer conversations.

50x outbound volume
ICP matching
Outreach drafts

Ship this workflow

48X graphlive

Sourced answer

email · crm · docs

Use case 2

Sourced internal Q&A — ask anything, get the answer cited

Every employee asks; the system answers, with the source. No more pinging the senior team for the same question 5x a week. New hires onboard in days, not months.

Sourced answers
New-hire ramp
Support replies

Ship this workflow

48X graphlive

Brief ready

email · crm · docs

Use case 3

Morning ops brief — KPIs in plain English, in your Slack

Pulls revenue, pipeline, churn, and ops data overnight. Plain-English summary delivered to Slack at 7:30 AM. 45 minutes of dashboard-clicking saved every day.

7:30 AM Slack brief
KPI deltas
Risk flags

Ship this workflow

48X graphlive

Lead booked

email · crm · docs

Use case 4

Lead response in 60 seconds — acknowledge, qualify, book

Inbound lead form submission triggers immediate acknowledgment, 2 qualifying questions, and an auto-booked call slot. Conversion rates lift 20-40% with no change in marketing spend.

Instant acknowledgement
Qualification
Booked call slot

Ship this workflow

48X graphlive

Draft ready

email · crm · docs

Use case 5

Auto-generated reports — board decks, weekly digests, status emails

Pull data, populate template, email to the right stakeholder. 2+ hours per week reclaimed per recurring report. Your job becomes editing, not assembling.

Board decks
Weekly digests
Status emails

Ship this workflow

Proof

AI for Business in production.

Leapfrog·Outbound scorer and drafted outreach

A pipeline machine that finds the buyer before you do

Leapfrog needed pipeline, fast. We built a system that pulls buyer signals, scores leads against their ICP, and pushes qualified ones into outreach automatically. Live in 48 hours. Refined over the next two weeks.

Result

50x the outreach volume of a manual SDR motion, with higher conversion because the timing is right.

Buyer signal scorerlive

Northwind Ops

Hiring SDRs, intent spike

sent

Mercury Field

New territory launch

sent

Atlas Revenue

Budget owner engaged

queued

Keystone AI

Competitor research

sent

Outbound volume

50x manual SDR

Conversion

higher (better timing)

Time to live

48 hours

“We went from one rep working a list to a system that finds the buyer before we do. Pipeline grew faster than we could hire.”

Leapfrog leadership

Security & Compliance

Secure by design. Compliant by default.

Every 48X system is built to operate in regulated environments. Audit trails, data isolation, and your tenancy by default. Enterprise security as the starting point, not an afterthought.

Choose your deployment. Managed Claude API for fastest setup. Private cloud in your AWS, Azure, or GCP for tenancy control. Fully self-hosted on OpenWebUI and Ollama for air-gapped environments.
Your data stays in your tenancy. Permissions are preserved end to end. If a user can't see a doc in SharePoint, they can't see it through the AI.
No third-party model training on your content. Ever.
SOC 2-aligned controls. Full audit log of every query and source used.
Choose your model. Anthropic, OpenAI, or open-source models on your hardware.

SOC 2 TYPE II

GDPR

ISO 27001

EU AI ACT

The Day 14 commitment

If the metric doesn’t move on Day 14, you don’t pay the milestone.

No retainers. No consulting fees lost.

FAQ

AI for Business questions

Stop losing the answers your team already has.

Working answers on your real data in 48 hours.

We take 3 new builds a month. Real application. Yes or no on the first call.

Apply for a 48-hour build

Your business already knows the answer. It's buried in 11 inboxes and 4 drives.

Every source where your decisions already live.

The 48X graph: your business, wired into the work.

Maria approved 10% on Apr 12

New SDR onboards in 2 days

Board deck writes its own draft

Senior team stops getting pinged

What we ship most often

Outbound scorer — scores leads, drafts outreach in your voice

Sourced internal Q&A — ask anything, get the answer cited

Morning ops brief — KPIs in plain English, in your Slack

Lead response in 60 seconds — acknowledge, qualify, book

Auto-generated reports — board decks, weekly digests, status emails

AI for Business in production.

A pipeline machine that finds the buyer before you do

Secure by design. Compliant by default.

AI for Business questions

Stop losing the answers your team already has.