OpenAI 2026 hackathon

OnlyTax

Calculating VAT is easy. Defending every number is not. OnlyTax makes the entire close traceable.

Solo project by IVAN ZUBRITSKII · 1 likes · 0 comments

Archive position — measured, not model output

1 like on Devpost

506 of the 7,856 archived projects have more likes, and 1,758 share exactly 1 — so this project's #1,581 place in the like-ranked listing is a tie-break inside that group, not a ranking.

Projects (log scale)

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Likes on Devpost. ▲ marks this project's group.

Show the figures
LikesProjectsShare of archive
05,59271.2%
11,75822.4%
22853.6%
3–41321.7%
5–9751.0%
10+140.2%
Devpost like counts for all 7,856 archived projects, captured when this archive was built.

Executive Summary

What the company appears to be

OnlyTax is a self-reported tax automation tool for Paraguay’s VAT close process, built as a hackathon project. It claims to enable accountants to inspect, explain, and defend every number in a monthly VAT calculation by enforcing deterministic categorization, traceable rule application, and human-in-the-loop validation of missing business facts.

What changed

The project was developed over a Build Week hackathon, with the author stating that it evolved from an existing foundation into a complete runtime system for processing sales/purchase documents through normalization, categorization, VAT calculation, and accountant review. It includes a synthetic demo environment and uses GPT-5.6 Sol in Codex to assist in design and testing.

Single most important open question

Is OnlyTax’s approach to traceability and human-in-the-loop validation sufficient for real-world use by accountants in Paraguay, or does it remain a prototype that lacks integration with actual tax systems or real user feedback?

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What The Product Actually Is

The description states:

  • OnlyTax is a TypeScript-based application built with Express.js, Playwright, and PostgreSQL.
  • It processes monthly sales and purchases into a VAT close package.
  • It normalizes purchase descriptions into stable product identities before applying activity and VAT rules.
  • It stops processing when there’s an unknown or ambiguous product, asking the client for factual input instead of guessing.
  • It includes five accountant exports (JSON, HTML, audit summary, manifest, reconciliation report).
  • It seals packages only after reconciliation across document manifest, ledger, and declaration draft.

Inference The system is a deterministic workflow engine that enforces traceability in tax processing, not just a categorization tool. It is designed to be inspectable by accountants and does not silently infer missing data.

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Positioning & Claim Evolution

The description states:

  • The core positioning is: “Calculating VAT is easy. Defending every number is not.”
  • The product is built around the principle: “evidence before authority.”
  • It aims to make tax close processes explainable and defensible, especially in Paraguay where Law No. 6380/2019 ties deductions to underlying transaction evidence.

Inference The positioning evolved from a simple categorization tool into a full workflow engine focused on auditability and compliance with local tax law. It is not positioned as a general-purpose accounting tool but as a specialized solution for VAT close in Paraguay.

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Target Customer & ICP

The description states:

  • The primary user is an accountant working in Paraguay.
  • The system supports the accountant by providing a package that can be inspected, explained, and defended.
  • Clients provide factual information to resolve ambiguous or missing business facts.

Inference The ICP appears to be accountants or tax professionals in Paraguay who are required to defend VAT deductions under Law No. 6380/2019. The client is not the end-user but a business entity providing factual inputs.

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Business Model & Pricing Evidence

Not evidenced.

Explanation

The description does not mention any pricing, monetization strategy, or business model. It only describes the product’s functionality and workflow.

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Technical & Delivery Signals

The description states:

  • Built with TypeScript, Express.js, PostgreSQL, Playwright, GPT-5.6 Sol in Codex.
  • Uses a server-rendered UI (SSR) and automation packages for normalization, categorization, VAT calculation, and declaration compilation.
  • Includes deterministic behavior, fail-closed package sealing, and adversarial testing.
  • The demo uses synthetic data and is runnable without external services or credentials.

Inference The technical stack suggests a modern, typed, and testable application. The use of GPT in design and testing indicates an engineering-driven approach to problem-solving. The deterministic behavior and fail-closed logic suggest a strong emphasis on correctness and auditability.

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Traction & Maturity Signals

Not evidenced.

Explanation

There is no mention of revenue, customers, users, or adoption. The project is described as a hackathon demo with synthetic data and no real-world integration or feedback.

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Competitive Context

Not evidenced.

Explanation

The description does not reference any competitors or existing solutions in the VAT automation space, particularly in Paraguay. No market positioning or competitive differentiation is stated.

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Key Risks & Red Flags

  • Prototype nature: The product is described as a hackathon demo with synthetic data and no real-world integration.
  • No external validation: There is no evidence of feedback from actual accountants or tax professionals.
  • Limited scope: It only supports one country (Paraguay) and one specific law (Law No. 6380/2019).
  • Dependency on GPT for design: While useful, reliance on AI for architecture and testing may not scale without human oversight.
  • No production deployment or monitoring: The next steps include “production tenant deployment,” but this is not yet realized.

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Diligence Questions To Ask The Founders

  1. What specific feedback have you received from Paraguayan accountants, if any?
  2. How does OnlyTax handle integration with existing accounting systems or tax portals in Paraguay?
  3. Is there a plan to expand beyond Paraguay’s VAT rules and into other jurisdictions?
  4. How are the VAT rules and activity mappings validated or calibrated?
  5. What is the current status of the “authorized document-ingestion connectors” and filing integrations?

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Investment/Partnership Verdict

Not evidenced.

Explanation

There is no information about funding, valuation, or investment interest. The project is described as a hackathon submission with no indication of commercial traction or investor engagement. It is not clear whether the founders intend to build a product beyond this prototype.

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Source

Submitted to the OpenAI 2026 hackathon on Devpost. Project home on DevPost.

The analysis above was generated by a language model from the project's own one-line description. It is not independent research and contains no verified traction, revenue or customer data.