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U
unfairly

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U
unfairly

Compounding knowledge
for a multiplayer world.

The platform builders use to bring AI value to the whole organization.

Builder
Oracle
Player
unfairly.ai
THE AI GAP

Builders are flying. Their organizations aren't.

The builders aren't creating compounding value for their organizations. Knowledge grows but never compounds — each new piece creates one more piece of value, not additional value on previous pieces.

Builder
The Builder 5%

Markdown files + Claude Code. Shipping fast. Local setup — only works for them.

Oracle
The Oracle D.E.

Domain knowledge stuck in their head. Has the context AI needs most.

Player
The Player 95%

Blank ChatGPT. "Summarize this PDF." Thinks AI doesn't work.

technology and organizational design are becoming one.

RECEIPTS

AI made the builder 10x. The team can't catch it.

Handoff blocked

"I'm not going to a terminal, dude."

CEO, health tech startup

10x me. 1x org.

"AI is helping me do more, but not giving me any time back."

Ops Lead, healthcare

Notion grew. Knowledge didn't.

"Can you make markdown files not suck?"

Group PM, $100M+ ARR co

The Builder
Builder
Recorded calls · Apr 2026 five companies · one pattern
THE INSIGHT

Most companies are stuck on KB 2.0.

KB 1.0 · '95–'10 ✓ CLEARED
Knowledge 1.0
Wikis · SharePoint · file shares
⚠ search broken · knowledge buried
YOU ARE HERE
KB 2.0 · 2010–NOW ▸ CURRENT
Knowledge 2.0
Notion · Slack · Drive · Confluence
⚠ docs rot · knowledge stays static
★ NEW
KB 3.0 · UNFAIRLY ★ READY
Knowledge 3.0
Markdown · MCP · trust tiers
★ knowledge compounds across the org
⚠ side quest
The Local Hack CLAUDE.md · GitHub → 10× builder · 0× org
dead end ✕

v2 was the trap. v3 is the patch.

CO-OP MODE

Your data is everywhere. We make it unfairly useful.

Same brain, any tool, every teammate. Builder sets it up. Oracle feeds it. Players just ask.

Slack
GitHub
Notion
Drive
Gmail
Figma
↓ ↓ ↓ ↓ ↓
vectorized & indexed
Builder
Oracle
Player
U
vault
3 online
Team
12 vaults
Personal
8 vaults
Client
4 vaults
MCP CONNECTOR
↑ ↓
Builder
Claude
Builder
Oracle
Cursor
Oracle
Player
ChatGPT
Player
same brain, any tool, every teammate →
MULTIPLAYER VAULT · LIVE

One vault. Every agent. Every teammate.

Humans pair with their AI. AI reads and writes through our MCP server. The vault compounds.

writes → contributing
Claude
B Bob
Cursor
K Kilty
ChatGPT
S Sarah

edits · drafts · promotes to gold

U
our MCP server
app.unfairly.ai/api/mcp
LIVE
32
docs
100%
✦ verified
15
sections
▸ search ▸ read ▸ comment ▸ promote
← reads querying
Claude
G Garry
ChatGPT
M Michael
Cursor
D Diana

searches · reads · cited from gold

one MCP, everyone in. live now.

Select your team

Two builders. Ten years shipping together.

Bob Weishar
Bob Weishar
CEO · Co-Founder
U
Unfairly
the roster
Kilty McGowan
Kilty McGowan
CTO · Co-Founder
GTM
DEEP TECH
SHIP SPEED
AGENT OPS
origin Built the artificial pancreas at Bigfoot. Two Type 1 diabetics, one team that ships. 10y together · 2 startups · 1 exit
WORLD MAP

The context layer is being built. Nobody owns it.

97M MCP downloads. The protocol is here.
40% Enterprise apps running agents by EOY 2026.
$1.1B Sana acquired. Enterprise is buying.
Companies920K
Knowledge workers16.5M
Blended price$22/user/mo
SAM$4.4B
920K: ~6M US employers (Census) → 1.2M at 5-200 emp → knowledge-heavy, AI-forward
16.5M: 18 avg knowledge workers (60% of headcount for 5-200 range)
$22/user/mo: Starter ($15/user) and Business ($29/user) blended
THE LOOT

Bottom-up adoption. Value is the paywall.

PRICING
START HERE
Starter (Team)

Shared context, trust tiers, all connectors

$15/user/mo
Business (Org)

SSO, audit log, governance, unlimited users

$29/user/mo
Enterprise

Dedicated infra, SLA, self-hosted option

Custom
Unit economics: $0.30/user infra cost → 70-80% gross margin at scale
U

Let's talk.

We're raising a pre-seed to build the compounding knowledge layer for AI. The models commoditize. The tools commoditize. Context compounds.

bob@unfairly.ai →
unfairly.ai