H2MHuczyński
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For VC and PE funds, investment teams of 4 to 12

Your analysts already pay for AI. In two days they will build with it.

A hands-on AI programme for investment teams: sourcing, modelling, diligence, memos. Built from 75-minute modules, run on public data, delivered by the engineer who writes the code. Prices on this page, the programme as a PDF, an invoice with a NIP.

Proof before the pitch

  • 6,208 GitHub stars on the public system-prompt collection
  • Thirteen published distillation experiments, negatives included
  • A Slack-native AI operator built for a 25-person agency

Who this is for

Not for teams looking for a keynote about AI. There is no keynote. Everyone types.

What you leave with

Seven artefacts, not a feeling

  • A shared git repository with everything the team built, with history, owned by you
  • A prompt library for the five tasks your desk repeats
  • A working local setup, or a browser sandbox if IT says no, for every participant
  • A checked LBO skeleton, or a diligence request list and a clause checklist, depending on the track
  • A one-page data rule: what may be pasted, what must be redacted, what stays offline
  • A one-page automation roadmap for the quarter, with named owners
  • A certificate per participant with the title, the dates and the hours, for the L&D file

Prices on the page

Three ways to buy it

Per group, not per seat. The middle one is what most funds pick. Every price below is on the programme PDF too, so your training-request form can quote it.

All prices net; 23% VAT applies because H2M is a commercial company and this training is not publicly funded. Travel and accommodation outside Warsaw at cost. Group sessions run on public data only; the 1:1 track may touch live deal data under NDA.

Agenda

The modules, 75 minutes each

Not a slide deck. Every module ends with something committed to the repository. The core day is the same for everyone; the track is chosen before day one.

How the hours count on your form

  • 4 modules of 75 minutes
  • 6 godziny dydaktyczne (45 min)
  • 5 clock hours of teaching plus breaks, 9:00 to 15:00
Core day, 4 modulesEvery participant. No programming background needed.
  1. M1Your desk: Claude, Claude Code, the Excel add-in, plans and permissions75 minA working setup (or the browser sandbox if IT says no) and a written note of which plan may see which data
  2. M2Prompting for analysts: structure, context, repeatability75 minA prompt library for the five tasks your desk repeats, committed to the fund repository
  3. M3Working with financial data: xlsx, csv, pdf; pulling data from KRS and the financial statements repository75 minThree years of a listed company's PDF report parsed into a tidy csv, with a check that totals reconcile
  4. M4Case workshop: from data to artefact (model skeleton, investment note or VDR gap list, the group chooses)75 minOne finished artefact per participant in the shared repository
Track A, modelling and sourcing, 5 modulesSecond day of the two-day programme. Prerequisite: the core day and a three-statement model built by hand at least once.
  1. A1Sourcing and pre-screening with KRS OpenAPI and web search75 minA screen of Polish companies in one PKD class, ranked by revenue growth from public statements
  2. A2Excel automation and complex formulas75 minAn iterative revolver and cash sweep formula set, circularity switch included, explained back
  3. A3LBO business logic: tranches, amortisation, returns bridge75 minA debt schedule with three tranches and a returns bridge on a public target
  4. A4Sensitivity and Monte Carlo in the sandbox75 minA 10,000-path Monte Carlo on entry multiple, exit multiple and EBITDA growth, charted, with a written read of the tail
  5. A5Memory, context and the deal folder75 minA CLAUDE.md and folder convention for one live deal, so context is reproducible
Track B, diligence and documentation, 5 modulesAlternative second day. Prerequisite: the core day.
  1. B1Cleaning chaotic financials and standardising statements75 minFive Polish statement layouts from the KRS repository normalised into one schema, with a reconciliation report
  2. B2Contracts: scanning for unfavourable clauses75 minA risk table with citations to clause numbers, from a checklist the fund owns
  3. B3VDR gap detection75 minThe missing-item list and the follow-up email, from a request list and a folder tree
  4. B4Investment memo and deck from the model75 minA three-page IC memo and a ten-slide deck with every number traceable
  5. B5Deal documents: NDA, term sheet, SHA, SPA75 minA redline with a rationale column and a position log the lawyer can read
Track C, portfolio and exit, 2 modulesUsually the remote continuation after the programme.
  1. C1Portfolio monitoring and automatic summaries75 minA scheduled job that reads a monthly reporting pack and writes a one-page variance summary with a flag list
  2. C2Exit: buyer lists and sale materials75 minA buyer long list from public registers and filings, plus a teaser draft

Logistics

How a day runs

Time
9:00 to 15:00, four modules of 75 minutes with breaks. On site at your office or remote.
You bring
Any laptop with a browser. Excel if the modelling track is chosen. A GitHub account, created in the first module if needed.
H2M brings
A sandbox per participant, API tokens for the day, the shared repository, the prompt library, the programme PDF and the certificates.
Group
4 to 12 people. Above 12 the hands-on part stops working, so it is two groups.
Language
English or Polish, your choice. Materials in both.

Data security

What your compliance officer will ask

In writing, before the analyst can book.

Does deal data train the model
Under Anthropic's commercial terms, Claude for Work, Team, Enterprise and the API exclude inputs and outputs from training by default. Consumer Free and Pro plans now default to training unless the user opts out. That is why deal work does not run on a personal Pro account.
Retention
Standard API retention versus a zero-data-retention arrangement, negotiated with Anthropic per organisation. If the fund wants ZDR, that conversation starts before the workshop.
Which plan
Team or Enterprise for the fund, with SSO, audit logs and a DPA. The workshop itself runs on H2M tokens and public data, so no deal data touches a trainer-controlled account.
NDA
Mutual NDA before the scoping call. Group sessions never touch live deal data; the 1:1 track may, and that is what the NDA covers.
Listed targets
If a participant brings a live listed target, the exercise switches to public data. A rule of the room.
Outputs
Every generated memo, redline and valuation is a draft for a human to sign. This sentence is in the programme document.
Recordings
Decided before day one. If recorded, sessions live in the portal, access-controlled, deleted on request.

The trainer

The engineer who writes the code runs the room

Maksym Huczyński · AI engineer, H2M sp. z o.o., Warsaw

Maksym ships production agent systems, not slideware: a Slack-native AI operator for a 25-person agency, thirteen published distillation experiments including the results that failed, and the public reference collection of production system prompts with 6,208 stars on GitHub.

He writes the roadmap, the code and the reply to your brief.

The portal (cohort only)

What makes the fourth week happen

  • Tasks per session, with the artefact to commit
  • The knowledge base: prompts, guardrails, the data rule
  • Recordings, access-controlled, deleted on request
  • A support queue with a stated response time
  • The sandbox, for 90 days

The procurement questions, answered

Everything your training-request form asks, line by line.

Training requests · answered in writing

The core day is 4 modules of 75 minutes: 300 minutes of teaching, which is 6 godziny dydaktyczne of 45 minutes, or 5 clock hours, plus breaks, 9:00 to 15:00. The programme PDF states both counts so your form is unambiguous.

Core day 9,000 PLN net, 11,070 PLN gross (23% VAT). Two-day programme 16,000 PLN net, 19,680 PLN gross (23% VAT). A 1:1 session 1,200 PLN net, 1,476 PLN gross (23% VAT). Cohort from 32,000 PLN net.

H2M is a commercial company, not an institution within the education system, and this training is not financed from public funds, so the standard rate applies. If you fund it from KFS, tell me before the invoice: at 70% or more public funding the service becomes VAT-exempt and the paperwork changes.

Yes: a permanent URL and a PDF with the title, the hours, the agenda per module, the outcomes, the trainer, the price net and gross, and our registration data. No expiry, no login, no form.

H2M sp. z o.o., Warsaw, NIP 5252680451; KRS and REGON on the PDF; PKD 85.59.B.

Yes, per participant, with the title, dates and hours. It is a private certificate rather than a state-issued zaswiadczenie, which is normal for a commercial provider and sufficient for an internal L&D file.

One VAT invoice after the last day, 14-day terms, or 50% on booking for the cohort. Your purchase order number on the invoice if you need it.

Yes, before the brief. Group sessions run on public data only. The 1:1 track may touch your live deal data, and that is exactly what the NDA covers.

Something else? Ask it on the call

Book a 30-minute scoping call

Two fields. I reply within one working day with a proposed date, the track I would pick for your team and the programme PDF ready for your form.

Reply within one working day · no deck

Book a 30-minute call