Users ask questions in plain language — across a document collection or a transaction ledger — instead of learning a query syntax or opening every record.
Project portfolio
Piotr Paklerski Projects
Working Gen AI and data-product demos focused on enterprise use cases: natural-language interfaces, governed retrieval, evidence-backed answers, deterministic controls, and decision surfaces that are usable by non-technical stakeholders.
What this demonstrates
Enterprise AI patterns, shown in working browser apps
Factual claims are tied back to source passages, and unsupported or unverified citations are visibly quarantined.
Counts, filters, and dashboard figures come from a verified index; the model is used for language understanding and synthesis.
The demo uses a limited built-in proxy by default, while still supporting user-provided Claude or open-source model endpoints.
Featured
Live projects
Gen AI · document intelligence · public-data demo
Enterprise Document Intelligence
Natural-language interrogation over 39 public UNICEF OIAI reports, with deterministic dashboards, scoped retrieval, verified verbatim citations, and a built-in choice of ten leading open-source models (GLM, DeepSeek, Llama, Qwen…) via OpenRouter.
- Routes questions to relevant reports before reading full text.
- Separates exact counts from model-generated narrative synthesis.
- Shows how AI outputs can be constrained, cited, and reviewable.
Control testing · transaction ledgers · deterministic rules
P2P Continuous Controls Monitoring
Interactive compliance sandbox testing 10 classic P2P rules against synthetic transaction ledgers, featuring mock case-planting, exact reconciliation tracking, consolidated plain-language AI narratives, and a built-in auditor chat assistant.
- Validates deterministic audit rules (Split POs, exact/fuzzy duplicates, bank change).
- Consolidates exception summaries into a single paragraph per control rule.
- Queries rules, exceptions, and ledger records keylessly via secure Cloudflare Worker proxy.
Ask the reports
All reports
Answers use a built-in selection of ten leading open-source models (default: DeepSeek V4 Pro, benchmarked in-app) — no setup needed. Pick the model in ⚙ Settings; usage limits apply.
Browse
Report library
Verbatim text extracted from the official PDF. Odd spacing is preserved on purpose — quotes are verified character-for-character against this text.