machine v2.4.1
private beta·[api]·[request access]

$ cat /etc/machine/about

upseed/machine

Your market. Live 24/7.

B2B market intelligence for agents, operators, and sales teams.

Machine discovers accounts, maps segments, scans signals, briefs targets, and learns from your market over time. Use it through API/MCP, a terminal console, or a live dashboard.

Intelligence only by default. No emails. No calls. No spam.

SIGNALS Meridian Metal Works hiring VP SalesMARKET 12 new companies match ICPREADY Hartwell Fabrication score 90+SIGNAL Cascade Industrial Q2 expansionBRIEF Ridgeline account package readyREADY 4 companies scored 90+SIGNAL Northstar funding round closedSIGNALS Meridian Metal Works hiring VP SalesMARKET 12 new companies match ICPREADY Hartwell Fabrication score 90+SIGNAL Cascade Industrial Q2 expansionBRIEF Ridgeline account package readyREADY 4 companies scored 90+SIGNAL Northstar funding round closed
market: Industrial Manufacturing
8 companies|running
hot [7]
95Meridian Metal Works●●●●ready
90Hartwell Fabrication●●●ready
88Cascade Industrial●●enriching
85Ridgeline Manufacturing●●●ready
85Northstar Precision●●●●●ready
85Apex Precision Co.analyzing
85Stonebridge Corp●●●ready
82Ironclad Industries●●●●●ready
log
19:24:36Signal: Meridian Metal Works hiring VP Sales
19:24:31Ready: Meridian Metal Works (95)
19:24:28Enriching 3 contacts at Hartwell Fabrication
19:24:22Signal: Cascade Industrial Q2 expansion
19:24:18Ready: Hartwell Fabrication (90)

$ machine --surfaces

One engine. Three ways to use it.

[api / mcp]

Callable tools for agents, Codex, Claude, workflows, and internal systems.

[terminal]

A Bloomberg-style console for operators and power users.

[dashboard]

A live market view for teams: segments, accounts, signals, memory, and settings.

$ machine --overview

Companies552
Contacts153
Signals4 +30
Researched552
hot 351warm 90avg score 78|552/hrlast: 2h ago

FUNNEL

found
552 100%
researched
552 100%
contacts
153 28%
signals
141 26%
ready
552 100%

DISCOVERY

scan████████running

SCORES

hot 90+
351
warm 80+
90
medium
73

SIGNALS

hiring
2
funding
0
news
2

SEGMENTS [12]

Metal Fabrication
125 82
Contract Manufacturing
97 73
Precision Machining
73 84
Industrial Equipment
64 77

TOP MATCHES

95Meridian Metal Works
95Hartwell Fabrication
95Cascade Industrial
95Ridgeline Manufacturing

$ machine --diagnostics

150+

companies/market

buyers

where available

24/7

uptime

24/7

always on

$ machine --tools

machine_discover

Find accounts in a market or segment.

machine_enrich

Deep research on a company: signals, contacts, org structure, and context.

machine_autopilot

Run discover → enrich → brief in one call.

machine_signal_scan

Find evidence of intent from jobs, press, RFPs, and web pages.

machine_segment_map

Map a market: subsegments, top accounts, geographic gaps, and whitespace.

machine_account_brief

Generate an executive-ready brief with fit, signals, entry points, risks, and next action.

machine_entry_points

Find credible ways into a target account.

machine_customer_lookalikes

Find companies similar to your customers.

machine_competitive_scan

Identify competitors, alternatives, and market positioning for an account.

machine_trigger_watch

Set recurring intelligence scans. See when new signals appear.

$ machine --select "Apex Manufacturing"

95Apex Manufacturing Co.[log]

segment Industrial Manufacturing

hq Detroit, MI

size 200-500 employees

signals [4]

news Expanding capacity, new facility...

actions[brief][draft][track][note]
people[+contacts][org chart][linkedin]
intel[signals][news][filings][tech stack]
paths[find warm paths]

$ machine --access

machine

Full intelligence pipeline for your market.

All tools via API + MCP

Terminal + Dashboard access

Market Memory

Configured to your ICP

enterprise

For teams with custom requirements.

Everything in machine

+ Specialist handoff queue

+ On-prem / private cloud option

+ Custom integrations

Request access to discuss pricing.

$ machine --memory

Market Memory

The private learning layer. Mark customers, bad fits, and opportunities. Machine learns your market and improves scoring, lookalikes, and recommendations over time.

Customers

Mark closed deals to improve lookalike matching.

Bad fits

Mark disqualified accounts to refine scoring.

Workflows

Save and replay successful research patterns.

Run history

Every query, every result, searchable forever.

$ machine --api

Built for AI agents

MCP server turns Machine into callable tools for any AI. Codex, Claude, Cursor, or your own agents can discover, brief, and act.

Works with OpenAI Codex · Claude Desktop · Cursor · Any MCP client

View full API documentation →

# .cursor/mcp.json

{
  "servers": {
    "machine": {
      "url": "https://machine.upseed.ai/api/mcp"
    }
  }
}

# Example:

"Brief me on industrial manufacturers in Texas with expansion signals"

→ Chains machine_discover → machine_signal_scan → machine_account_brief

$ machine --security

SOC 2 Type II

In progress

Encryption

AES-256 at rest, TLS in transit

GDPR

Ready controls

Training

Your data never used

$ machine --faq

Where does the data come from?

Public sources, commercial data providers, and real-time web research.

Does Machine send emails or make calls?

No. Machine is intelligence only by default. You control what happens with the output.

How long until I see results?

Your market is configured on access. First intelligence within the hour.

Can I export data?

Yes. Export via API or MCP. CRM sync available for supported integrations.

$ request_access

>

enter email and press return. we'll configure your market.