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unfairly

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unfairly

Your AI works.
Your team doesn't use it.

Context engineering is the bottleneck. We make every agent unfairly good.

Builder
Oracle
Player
unfairly.ai
BOSS FIGHT

Building agents is easy now. Getting the team to use them never is.

Deploying an agent

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

CEO, health tech startup

Launching an agent

"It's not hard. I just have to sit down to do it."

Product Lead, EMR co

Scaling AI across team

"We're not there yet on AI actually saving time."

VP Marketing, Series C

Bob Weishar, Co-Founder
Builder
From recorded calls · 2026 5 companies · same wall
THE GRIND

This is what scaling AI actually looks like.

01
Builder creates

Markdown files, Claude Code, local CLAUDE.md. Works beautifully.

02
Pushes to GitHub

Syncs context to a repo. Team gets access. In theory.

03
Team tries to use it

Auth fails. Terminal scares them. Permissions break.

04
Changes start breaking

Multiple versions. Context drifts. Hours debugging handoffs.

05
Business users give up

"AI doesn't work for what I do." Back to blank ChatGPT.

THE AI GAP

The builder is on the inside track. Everyone else is locked out.

5% of your company has AI figured out. They're 10x productive. The other 95% has a blank ChatGPT window and mounting pressure to "use AI."

Builder
The Builder 5%

Markdown files + Claude Code. 10x productive. 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.

"Make everyone this productive." — every CEO, 2026

POWER-UP

Unfairly

Plug-and-play context infrastructure. Your team's knowledge, accessible to every AI agent, managed by the people who actually know the business.

Instant MCP Server

One link. Any AI tool connects. Claude, ChatGPT, Cursor — doesn't matter.

Solo + Shared Brain

Private context stays private. Team context is shared. You control what crosses.

Trust Tiers

Gold, silver, bronze. Domain experts curate. Builders connect. Players just use it.

Like Dropbox, but for your team's AI context.

CO-OP MODE

The builder sets it up. Everyone else just talks.

5%
The Builder

Connects sources, sets trust tiers. One connector, ten minutes.

D.E.
The Oracle

Drops knowledge by chatting. "Save this." "Remember this."

95%
The Player

Every agent gets smarter. Sales, ops, leadership. No new tools.

1.0 File shares → 2.0 Notion → 3.0 Unfairly
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$15/mo
SAM$3B
Year 1-2 $860K ARR
300 companies × 12 seats × $20/mo blended
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)
$15/mo: Pro tier · Free pulls down, Business ($29) pulls up
Year 1-2: 300 co's × 12 seats × $20/mo · free → team (3x in 6 months)
THE LOOT

Bottom-up adoption. Multiplayer is the paywall.

PRICING
Free (Solo)

1 user, personal context

$0
MOST POPULAR
Pro (Team)

Share with teammates, trust tiers

$15/user/mo
Business (Org)

SSO, audit log, governance

$29/user/mo
Enterprise

Dedicated infra, SLA, custom

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 make every team's AI unfairly good. If multiplayer context is a bet you'd make, we should meet.

bob@unfairly.ai →
unfairly.ai