PAIN · 0101 / 03
The founder is the finance team.
Invoices, chasing, categorization, and the month-end close all land on the person who should be running the business. It is the most expensive data entry in the company.
↓ How we fix it, below.
★ Industry vertical · Accounting AI06 service itemsSME-grade engagements
INDUSTRY · ACCOUNTING AI · INVOICING + BOOKSAI for the finance back office. Books that keep themselves.
Production AI for SME finance: invoicing that raises and chases itself, categorization and reconciliation that run as money moves, and a ledger that stays close-ready year round. The finance function a growing business needs before it can staff one.
Industry
SME finance · accounting
Fit
Teams without a finance dept
Output
A business AI you own
Stack
Direct LLM · ledger-grade
[WHAT WE HEAR FROM FOUNDERS AND OPERATORS]
Three pains every growing SME hits.
We have shipped payments and ledger systems since 2019, from field-service platforms to multi-processor reconciliation. The finance pains of a growing SME repeat.
The fix is not another spreadsheet template. It is a business AI that does the repetitive finance work continuously, so the numbers are current and the close is a review.
PAIN · 0202 / 03
The numbers are never current.
Because the books are rebuilt monthly instead of kept live, nobody trusts them mid-month. Decisions get made on a bank balance and a gut feel.
↓ How we fix it, below.
PAIN · 0303 / 03
Cash sits in unsent, unchased invoices.
Money already earned waits on someone remembering to invoice and follow up. The slowest part of cash flow is a human to-do list.
↓ How we fix it, below.
[SIX SERVICE ITEMS · ONE TEAM]Pick the finance problem.
Pick the finance problem.
We'll bring the business AI.
Engagements sized for a small team, built on ledger engineering that has run in production since 2019. Bundle two when the problem warrants.
SERVICE · 01 / 06Raise, send, chase
Invoice automation
Invoices raised from your orders, sent on time, and chased on a schedule until they are paid.
- Auto-drafted from orders and projects
- Scheduled follow-ups at 15 / 30 / 45 days
- Payment status synced back to the ledger
TypeScriptPostgresPayment APIs
SERVICE · 02 / 06Books that stay clean
Continuous reconciliation
Transactions categorized and accounts reconciled as money moves, not rebuilt at month-end.
- Rules plus LLM categorization with review
- Bank-feed matching as transactions land
- Discrepancies flagged, not buried
PythonPostgresBank feeds
SERVICE · 03 / 06Month-end as a review
Close-ready ledger
A ledger kept close-ready all year, so the monthly and quarterly close is an hour of review.
- Always-current trial balance
- Pre-close checklist automated
- Clean export for your accountant
TypeScriptPostgresZod
SERVICE · 04 / 06Your chart, your terms
Business AI shaped to you
A finance AI built around your chart of accounts, terms, and workflows, not a fixed template.
- Your account structure, not ours
- Custom terms and approval rules
- Owned by you, not locked in
Direct LLMTypeScriptZod
SERVICE · 05 / 06Numbers you can trust
Finance eval and guardrails
An eval suite on categorization and reconciliation accuracy, so the automation earns trust before it runs unattended.
- Labeled golden set of transactions
- Accuracy gates before auto-posting
- Human-in-the-loop on low confidence
PromptfooTypeScriptPostgres
SERVICE · 06 / 06Pre-build wedge
Architecture review
A one-week review of your finance stack and where AI safely fits: data sources, controls, and the automation boundary, named in writing.
- Data sources and integrations scored
- Automation-vs-human boundary drawn
- Controls and audit posture reviewed
ADRsPostgresTypeScript
Most engagements bundle two: the build that removes the busywork (01, 02) paired with the discipline that makes the numbers trustworthy (03, 05). Bring the shape closest to your blocker.
Scope your engagement →Want to see the K-Framework discipline behind every item? Read the K-Framework.
[THE STACK · BY LAYER]
Ledger-grade infrastructure. SME-grade simplicity.
The payments and ledger engineering behind NuForce, sized for a small team. Boring, tested, and yours at handoff.
LAYER · DATA + RETRIEVAL
Data + retrieval.
The store, the index, the search
PostgreSQLpgvectorRedisClickHouseBigQueryOpenSearch
LAYER · MODEL LAYER
Model layer.
Embeddings, providers, fallbacks
OpenAIAnthropicCohere EmbedVoyageLlama (self-hosted)vLLM
LAYER · EVAL + OBSERVABILITY
Eval + observability.
The eval bar, the cost meter, the drift alarm
LangSmithPromptfooOpenTelemetryDatadogGrafanaSentry
LAYER · BACKEND + TRANSPORT
Backend + transport.
Type-safe everything
TypeScriptNext.jsPythonFastAPIgRPCBullMQtRPCZod
LAYER · MOBILE
Mobile.
iOS + Android, native or cross
React NativeExpoSwiftKotlinFCMAPNs
LAYER · CLOUD + DEPLOYMENT
Cloud + deployment.
Whatever your infra already runs
Cloudflare WorkersCloudflare R2AWSGCPVercelFly
✕ WHAT WE DO NOT SHIP
Direct against the model API. Every posting reviewable.
- ✕ No LangChain
- ✕ No LlamaIndex
- ✕ No agent framework
- ✕ No orchestration vendor
- ✕ No black-box ML platform
[PROOF · WHAT THE STACK DELIVERS]
MEASURED · WEIGHTED · 2019–2026Numbers that tie out.
SCALE
200+
B2B accounts on the NuForce ledger
ACCURACY
< 1%
Settlement variance auto-reconciled
SPEED
Days → hr
Month-end close, once it runs
HANDOFF
Owned
The business AI stays with you
ACCOUNTING AI · APPLIED K-FRAMEWORKBring the finance busywork.
Bring the finance busywork.
We'll bring the business AI.
Give a growing SME the finance function it needs before it can staff one. Invoicing, reconciliation, and a close-ready ledger, built on ledger engineering that has run in production since 2019.
FIT
SME · no finance team
OUTPUT
Invoicing · books · close
OWNERSHIP
Your business AI, yours