Tokens
Atomic units of text — the address space the model reasons over.
APPLIED AI RESEARCH · FINANCE-GRADE ENGINEERING
Applied AI, engineered for your business.
We study your product, decompose it into microservices, find the automation points and unify them with AI — then train, integrate, test, deploy and switch on continuous self-learning.
vorcl os · orchestrationopen →
01discoverproduct, process & KPI map
02buildagents, retrieval, 800+ integrations
03verifyaccuracy, latency, compliance
04deployobservability, dashboards, alerts
continuous 9-step loop · self-improving
✓API integrations
✓Step methodology
✓Atoms of an AI system
✓Continuous self-learning
01 / AI FOR YOUR BUSINESS
AI, built into any business.
Beauty salons, clinics, logistics, debt collection, banks, analytics — if there's routine, AI takes it over. Clients cut costs up to 85%.
Find your business →01 / 06
Banks & finance
Applications are checked in seconds, and every scoring decision arrives with a plain-language, regulator-ready explanation. Fraud patterns are watched around the clock, so risky files are flagged long before they reach a person.
- Instant checks
- Fraud alerts
- Explained decisions
40xfaster checks
0.91accuracy
100%explained
Not sure where AI fits your business?
Free 30-min audit: we map your workflows and hand you an ROI-scored coverage map — no commitment.
02 / THE 12 ATOMS
The 12 atoms of an AI system.
The fundamental components every modern language model is built from. We engineer each one explicitly, so the result behaves predictably.
Embeddings
Meaning becomes geometry; similar concepts cluster.
Weights
Billions of learned parameters fitted during training.
Attention
Every token queries every other for context-aware reasoning.
Training Corpus
Filtered web, books, code and math.
Pretraining
Next-token prediction compresses the corpus into weights.
Fine-Tuning
SFT plus LoRA / QLoRA domain adaptation.
Alignment
RLHF, DPO and Constitutional AI.
Inference
Token in, distribution out, optimized with KV-cache.
Compute & Power
GPUs, tensor parallelism and the physical substrate.
Local Deployment
On-prem models keep data on your hardware.
Function Calling
Typed tool calls make models operate.
HOW WE TRAIN MODELS
Forward pass, gradient descent, repeat.
We curate datasets, run supervised and RLHF fine-tuning, and ship reproducible MLOps pipelines for finance-grade models.
EPOCH 000/240LOSS 1.180VAL ACC 41.0%
PRIVATE CORPUS
invoice_2026_q3.pdf
tax_filings_de.csv
ledger_entries.json
EMBED → ℝ¹⁵³⁶ → HNSWinvoice_2026_q3.pdf
tax_filings_de.csv
ledger_entries.json
dim 1536 · recall@10 0.97
cosine · top-k · sub-ms search
cosine · top-k · sub-ms search
WE VECTORIZE YOUR KNOWLEDGE
Your documents become geometry.
Documents are chunked, embedded into a high-dimensional vector space and indexed for sub-millisecond similarity search. The agent retrieves context, grounds its answer and cites the source.
WE PREDICT USER BEHAVIOR
Sequences become forecasts.
Sequences of user actions become features. A behavioral model fits patterns, calibrates uncertainty and forecasts the next likely action — used for scoring, churn prevention and proactive debt recovery.
EVENT SEQUENCE · T-7D → NOW
loginview_invoiceedit_entryopen_reportadd_suppliersubmit_filingpay_invoice
request_refund · 81%
open_dispute · 62%
late_payment_risk · 34%
churn_30d · 12%
03 / METHODOLOGY
How we build AI for your business.
A repeatable nine-step methodology — from product discovery to a self-improving production system. Any business with workflows worth automating.
01 →Discover — map your product, workflows, KPIs and data
02 →Decompose — break the system into microservices
03 →Map automation — score every step by ROI and AI-fit
04 →Design with AI — LLMs, ML, retrieval, function-calling
05 →Train & fine-tune — models on your data, with eval harnesses
06 →Integrate — wire into your APIs and 800+ business systems
07 →Test & red-team — accuracy, latency, security, compliance
08 →Deploy — with observability, dashboards and alerts
09 →Self-improve — feedback loops and continuous learning
agent · finance ops
// user: reconcile last week's bank statement
const run = await agent.call("reconcile_bank", {
from: "2026-04-21", to: "2026-04-27"
});
await agent.call("post_journal_entry", run.gaps);
✓ 312 entries reconciled · 4 anomalies postedForged in finance — tax automation, AI accounting, scoring and debt recovery — and applied to any business with workflows worth automating. The same nine-step methodology, run end-to-end.
04 / EDUCATION
A free education hub for the AI generation.
Courses, articles, open repositories, and documentation — free to read, free to learn. Create an account to track progress and join cohorts.
Enter the Academy →05 / WORKSPACE — VORCL OS
Your team's operating system: projects, docs, and conversations in one place.
Open the Workspace →06 / AI INTEGRATIONS
800+ API integrations.
Our agents reach into the systems your business runs on — banks, ERPs, CRMs, accounting platforms and tax authorities — and orchestrate them as one pipeline.
AI FOR YOUR BUSINESSMETHODOLOGYEDUCATIONWORKSPACE — VORCL OSSCIENCE & RESEARCH
REAL RESULTS
Numbers don't lie.
·
Cost Reduction
Automation of tax, bookkeeping and back-office operations·
API Integrations
Banking, ERP, CRM, accounting and tax systems·
Faster Processing
Reconciliations, scoring and reports in seconds·
AI Systems Shipped
Bespoke finance-AI products running in production07 / SCIENCE & RESEARCH
Every product is an applied-research problem.
Behavioral Modeling
Propensity, intent and next-action prediction with calibrated uncertainty.
Causal & Explainable AI
Causal inference, SHAP and counterfactual analysis for regulated decisions.
Retrieval & Reasoning
Hybrid retrieval and tool-augmented reasoning over private corpora.
08 / JOIN VORCL
Build the platform, or build on it.
Apply for open roles directly on the platform, or start a project and let our team ship it with you.
09 / CONTACT
Tell us what you're building.
A short brief is enough — we'll reply within one business day with next steps and an engineering point of view.
