Prepared for your team · 2026
AI automation for wholesale distributors.
We take the manual work out of order entry, pricing and the back office.
Brightwork Digital · David Peyton · Graham Peyton, PhD
What we hear
Your order desk retypes what customers already typed.
- 01
Half my order desk’s day is retyping POs from email.
- 02
Quotes take a day or two when the counter is busy.
- 03
Our pricing lives in spreadsheets and in two people’s heads.
- 04
We bought the ERP add-on. Nobody uses it.
The four things distributors tell us most, paraphrased.
What’s changed
AI can now do the paperwork.
Most distributors haven’t started.
-
280×
cheaper to run the same AI, 2022 to 2024
AI got good at documents, and cheap.
Software can now reliably read a messy PO, a scanned invoice or a supplier price file and fill in the fields, and draft the order in your ERP for a person to approve.
Cost: Stanford AI Index, 2025
-
95%
of AI pilots show no measurable return
Pilots stall at the systems.
They break where the AI has to fit into the systems and work a business already has. Run with an outside partner, they succeed about twice as often as internal builds.
MIT NANDA, The GenAI Divide, 2025
-
16%
have it working broadly
Distributors are behind.
93% of distribution executives call AI a strategic priority. Only 16% have it working across more than one part of the business.
Distribution Strategy Group, 2026
Meanwhile, your order desk runs on what a few people know. About 1 in 10 order clerks leave the occupation every year, and the knowledge leaves with them. BLS
The problem and what it costs
Your team is typing information that already exists.
- 01PO arrives by email, PDF or fax
- 02Retyped into your ERP
- 03Price and stock checked by hand
- 04“Where’s my order?” calls
- 05Vendor bills matched by hand
- 06Late payments chased
-
Workforce
$70k a year
What one order-desk employee costs, with benefits. Every hour spent retyping orders is part of that. BLS
-
Pricing
+13% profit
What a 1% price increase adds to operating profit, because distributors keep about 7 cents of each sales dollar. Census
-
Cash flow
47 days
How long distributors wait to be paid. Every day faster frees a day of sales in cash: $68k for a $25M distributor. SEC filings
Three examples · a $25M distributor
$83k a year and $342k of cash, for a $25M distributor.
Workforce
Order entry from email, PDF and fax
- Orders arriving this way example
- 30 a day
- Minutes saved on each example
- × 8 min
- An hour, with benefits, 250 days BLS
- × $33
Worth every year$33k
Pricing
Finding and fixing price leaks
- Sales not on contract prices example, 40%
- $10M
- Margin recovered McKinsey
- × 0.5 pt
Worth every year$50k
Cash flow
Getting paid faster
- Sales per day $25M ÷ 365
- $68k
- Paid faster, with reminders and matching example
- × 5 days
Cash freed up, once$342k
Example figures are replaced with your real numbers in the audit. Mature pricing teams recover 0.5 to 1 point of margin a year (McKinsey). Build prices are quoted after the audit.
Example automation
An emailed PO becomes a draft order.
- PO arrives by email, PDF or fax.
- Read: customer, part numbers, quantities, dates.
- Check: your item numbers, contract price, stock, credit.
- Approve: a person sees the PO beside the draft and clicks.
- Into your ERP as a sales order, logged.
Dana Ruiz · Northline Mechanical
PO 48213, please ship Thursday
Hi team, please enter the following:
- 12 x 3/4 in. ball valve, lead free
- 40 x 1/2 in. copper elbow, 90
- 6 x Pressure gauge, 0-160 psi
Ship to the Harbor Rd job site. Need by Thu, Oct 8.
PO-48213.pdf
- Customer
- Northline Mechanical Acct 10442
- Need by
- Thu, Oct 8
| Item | Qty | Price | Stock |
|---|---|---|---|
| BV-075-LF3/4 in. ball valve, lead free | 12 | $18.40 | In stock |
| CE-050-901/2 in. copper elbow, 90 | 40 | $1.12 | In stock |
| PG-160-25Pressure gauge, 0-160 psi | 6 | $14.75 | 4 of 6 |
- Item numbers matched
- Contract prices
- Credit
- ! 2 gauges short
Unusual orders go to a person with the reason highlighted. If anything fails, orders drop back to the manual queue.
Proof: four systems we’ve built
Documents in, software does the work, a person approves.
-
Estate agency · 50 agents
One system for deals, commission and compliance.
8,400 h
a year back across 58 staff, modeled. Built in about four months.
-
Chip design · global semiconductor company
AI agent teams that design and verify microchips.
20×
faster design turnaround.
-
Scribble · clinical notes
Turns a patient visit into notes, letters and billing codes.
0 bytes
leave the practice: it runs on the office computer.
-
Maxflow · small-business marketing
An AI marketing team that plans, posts and follows up.
<60 sec
to answer a new lead.
Also built A 5,500-member association’s data platform (3,355 records fixed, zero errors) · a 2,967-sermon archive, transcribed and indexed · Revéra Labs, a telehealth clinic and prescription-only store
How we work
Start small, prove it, then grow.
1
Paid audit
2 weeks
Map the work, set a baseline, rank opportunities by dollars. You approve the deliverables.
2
Build one job
6 to 10 weeks · fixed price
Target agreed in writing. Progress you can see every day.
3
Run and improve
Monthly
Support starts once results show. Month to month.
Every change request is tracked until it’s live. Brightmark, our own tool
230 logged228 donemedian 13 hours
Guarantees
Miss the agreed target, and the build is on us.
Money back
- The build is refunded if the agreed target isn’t hit within 90 days of go-live.
A named person
- A US-based person, not a ticket queue.
- A one-hour response if orders stop flowing.
- Monitored around the clock.
Yours and private
- NDA first.
- Your code, your cloud, your data.
- Never used to train AI.
Runs alongside your ERP · switch it off in one click · 30-day handover plan
Return on investment · a $25M distributor
Three automations or six: what you get back.
| Measure | 3 automations | 6 automations |
|---|---|---|
| Value per year, estimated | $75k | $169k |
| We plan on 75% of that | $56k | $127k |
| Build, one time example | $25k | $50k in two phases |
| Support, monthly example | $1.5k | $2.5k |
| Pays for itself | ~12 months | ~13 months |
| 3-year net return | $76k $2 back for every $1 | $188k $2.45 back for every $1 |
Counted from signing. Each phase takes 3 months to build and 3 to 4 months to ramp up. Three: order entry, “where’s my order?” replies and collections. Six adds price leaks, quote drafting and vendor bill matching. Prices are examples; real prices are quoted after the audit.
Who you’d work with
You work with the two people who build it.
-
David Peyton
Runs Brightwork Digital
Has run a business, and the systems behind one.
- Ran his own chiropractic practice in Johannesburg for 10 years, and lectured at the University of Johannesburg.
- Ran IT for a multi-location healthcare group, including systems used by 3,200+ providers in a Henry Ford Health program.
- Since 2023, about 40 systems that take manual work off businesses in healthcare, finance, real estate and the trades.
-
Graham Peyton, PhD
Engineering and AI automation
Builds automation where one mistake costs millions.
- Architect of a multi-team AI agent system that designs and verifies microchips.
- Builds design automation pipelines and the high-stakes verification around them, on highly sensitive customer data.
- Software and infrastructure engineer. PhD, Imperial College London.
Next step
Start with a two-week paid audit.
You get
- A map of your order-to-cash work
- Hours and dollars per task
- A ranked list of automations
- A fixed-price plan for the first build
Price
A fixed fee, credited toward the build.
We need
Two hours with you, 30 minutes with each department lead, and sample POs and vendor bills.
- 1 Agreement today
- 2 Kickoff within a week
- 3 Findings two weeks later
Appendix
Straight answers
- Will this replace my people?
- No. It takes the typing off their plate, so you grow without adding headcount.
- Won’t our ERP vendor do this?
- ERP AI works inside the ERP. The manual work is at the edges: email, PDFs, portals, spreadsheets.
- What if it gets an order wrong?
- Nothing goes out without a person approving it.
- Is our data safe?
- Your cloud, your code, read-only ERP access wherever possible, never used to train AI.
- Why not buy an off-the-shelf tool?
- If one fits, the audit will say so.
- What if you go away?
- You own everything, it’s documented, and support is month to month.
Appendix · engineering automation
A multi-team AI design system.
Anything that fails verification goes back with the reason.
- Teams of AI agents design and verify chips under engineer direction.
- Pipelines from spec to sign-off, deployed and run in the cloud.
- Verification built for work where one error is a multi-million-dollar mistake.
20× faster design turnaround
Estate agency · 50 agents
Compliance built into every deal.
- Anti-money-laundering checks, risk rating and a five-year audit trail on every deal.
- No commission paid without two approvals.
- A support assistant on every screen, and one that runs 16 everyday jobs.
8,400 h a year across 58 staff, modeled4 months to build
Appendix · health systems
Where privacy and rules aren’t optional.
Keystone
3,355 records fixed, zero errors.
Scribble
Runs on the office computer.
Revéra Labs
South African privacy and health rules (POPIA, SAHPRA, HPCSA) built in.
Maxflow · marketing automation
An AI marketing team that learns what works.
- Plans the work
- Owner approves
- Publishes to 8 platforms
- Watches the results
- Learns what works
- A private AI agent per business, with roles it can hire.
- Earns more freedom only after 85% of its proposals are approved.
- Ties leads and sales back to each post.