Practical AI for small firms & mission-driven teams · Booking Q3 2026

The gap between what AI can do and what small teams actually use is the widest there is. We close it.

Quadrantzero deploys and operates co-working AI agents that handle the back office — intake and drafting for law firms, donor and member operations for nonprofits, compliance and communications for both. We educate, assess, deploy, and operate. You keep the keys.

Who we serveSmall firms & nonprofits
Team size1 – 10 people
Start withA 2-week assessment
CurrentlyBooking Q3
What AI can do today~90%
What organizations actually use~15%

The widest gap isn’t in one profession. It’s wherever there’s no one to close it.

AI can already handle the majority of routine knowledge work. Most organizations use a fraction of it — and the smallest organizations use the least, because they have no IT or AI team to build it, deploy it, or keep it running. That’s exactly the gap we close.

Source · Anthropic Labor Market Impacts, March 2026
01 / Thesis

AI does the routine work. Your people do the work only people can do.

In March 2026, Sequoia reframed the AI economy: for every $1 spent on software, $6 is spent on services. The next generation of AI companies sells the work, not the tool. Back-office work — documents, filings, records, reports, communications — sits squarely in the zone AI can run today.

Anthropic’s labor data confirms what every small team already feels: AI can do most routine task categories now, but organizations use it for a sliver of that. The gap is widest in the places with no one to close it — small firms and lean nonprofits, where every hour spent on admin is an hour stolen from clients, cases, and mission.

So we don’t sell a tool and walk away. We deploy co-working agents that sit alongside your team, take the repetitive back-office load, and we keep them running and improving month after month. Same team. Dramatically more output.

001

Work vs. judgement

Rule-based, repeatable work gets automated. Relationships, strategy, advocacy, and mission stay with your people. We draw the line with you.

002

Outcomes over output

We only ship when a number changes — hours saved, matters closed, grants submitted, response times cut.

003

You keep the keys

Your data, your accounts, your agents. We hand everything back documented. No lock-in.

004

Quiet by default

No case studies without permission. Most of our work, you’ll never hear about.

02 / Who we serve

Two kinds of teams. One problem: too much back office, no one to fix it.

Segment 01 · Legal

Small law firms

Solo practitioners to ~40 attorneys

The billable hour is the whole business — and back-office work quietly eats it. We deploy co-working agents for the repeatable parts of practice so attorneys and paralegals spend their time on law, not logistics.

  • Client intake & qualification
  • Document drafting & assembly
  • Title search summaries
  • Compliance checklists
  • Closing packages
  • Matter status
Bill more. Hire less.
Strongest fit today: real estate & transactional firms, where the work is crisp and the payback shows up in weeks.
Segment 02 · Nonprofit

Nonprofits & community organizations

Small teams, big missions, no ops staff

Lean nonprofits run on goodwill and stretched staff. Admin work — donors, members, grants, comms, events — crowds out the mission. We deploy co-working agents that carry the operational load so your people stay focused on the cause.

  • Donor & member operations
  • Grant research & drafting
  • Newsletters & communications
  • Event & volunteer logistics
  • Website & admin
  • Board reporting
More mission. Less admin.
In progress: our first community-organization engagement with a New England community center — back-office and communications support.
03 / What we do

End to end — from understanding the work to running it.

01 Educate

Educate

Train your team on practical AI. The work-vs-judgement framework applied to how your organization actually runs.

  • Leadership briefings
  • Hands-on workshops
  • Role-by-role playbooks
02 Assess

Assess

Find the high-ROI opportunities. Workflow scoring, workforce mapping, and an organization-specific model of what’s worth automating first.

  • Peer benchmarking
  • Workflow scoring
  • 12-month roadmap
03 Deploy

Deploy

Build and launch co-working agents wired into your systems. Tested, controlled rollout, built for your organization — not off-the-shelf.

  • Intake & records
  • Drafting & assembly
  • Comms & reporting
04 Operate

Operate

Run and improve the agents over time. Monthly KPI reporting, tuning, and a fractional AI lead embedded with your team.

  • Monthly reporting
  • Model tuning
  • Fractional AI lead
04 / Roadmap

What gets AI-ified, and when.

05 / Directional impact

What a full deployment returns. Directional — refined in the assessment.

Law firm · 25 attorneys, 1,200 matters/yr
Back office across intake, drafting, title, compliance and closings after a full deployment.
2,700+
hours/yr returned to attorneys & paralegals
$405K
annual value at a $150 blended loaded rate
~5×
first-year ROI vs a $75K Year-1 investment
Nonprofit · 6 staff, volunteer-supported
Back office across donor & member ops, grants, communications and events after a full deployment.
1,000+
hours/yr returned to the mission
3–4×
grant applications submitted per cycle
<1 day
donor & inquiry response time
06 / How we start

A short assessment. Then you decide.

The AI Assessment · Fixed fee

Two weeks. One report. Your call.

Duration
2 weeks
Investment
$10K fixed
  • Peer benchmarking across comparable organizations
  • Workforce AI-exposure map by role and timeline
  • Workflow scoring across your major back-office areas
  • Prioritized agent recommendations, ranked by ROI
  • Organization-specific ROI model with payback projections
  • 12-month phased roadmap with KPIs
  • Live working session with your leadership
Nonprofit assessments are scoped to budget — smaller engagements and grant-funded options available. Ask us.
1

Discovery call

30 minutes. We walk through your organization, pain points, and goals. You decide if we’re a fit. No pitch deck.

Free · 30 min
2

Two-week assessment

Workflow interviews, peer benchmarking, workforce mapping, ROI model, full written report.

Fixed fee · 2 wks
3

Report & readout

Written deliverable plus a live working session with your leadership. Validate findings, align next steps.

Included
4

Deployment proposal

If you want to proceed: a scope for Phase 1 agent deployment — timeline, integrations, KPIs, investment.

If you say go
5

You decide

Proceed with deployment, use the report internally, or walk away. The report is yours either way.

No pressure
07 / Get in touch

Don’t wait for disruption. Lead it.

Every engagement starts with a 30-minute discovery call. We don’t sell on it — if we’re not the right fit, we’ll tell you who is.

Email
kieran@quadrantzero.ai
Phone
(978) 806-5875
Focus
US small firms & nonprofits
Booking
Q3 2026 onward

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