Blog
Thoughts on AI, automation, and accounting from the Briefcase team.
Reuben Steenkamp · 6 postsJan Stehlik · 6 postsSam Methold · 2 postsChe Theaker · 1 postSara Capdevila · 1 postGeorge Hall · 1 post
Product
Introducing Briefcase Ledger
Briefcase Ledger is the AI-native, full-stack accounting platform that captures the paperwork, closes the books, and files the returns.
Engineering
Interviewing at Briefcase
We hire only for individual contributor roles and evaluate a single criterion: is the person likely to raise the bar in at least one area? Here is what the engineering interview process looks like, start to finish.
Company
MTD is a labour problem, not a software problem
Less than one third of the sole traders and landlords required to comply with MTD have signed up so far. The problem is not a lack of software. We believe it is something much more foundational: who is going to do the work?
Product
Introducing Briefcase Ledger
From 6 April 2026, 864,000 sole traders must file quarterly digital updates with HMRC. Today we're launching Briefcase Ledger: a standalone MTD platform with automated reconciliation, document capture and direct HMRC submission.
Engineering
Building autonomous evaluation pipelines for retrieval
Hand-labelling retrieval datasets doesn't scale. We built an LLM-powered labelling agent to evaluate retrieval quality automatically.
Engineering
Build for verification, not review
How reinforcement learning with verifiable reward is reshaping AI, and why building for verifiability is the key to becoming a truly AI native company.
Engineering
Our culture
A company is just a group of people. Briefcase is a group of people that are naive enough to think we will change the world.
Engineering
Building Tax-Aware AI
When an AI agent classifies a transaction's VAT treatment, it shouldn't be guessing—it should cite the exact HMRC guidance it relied on.
Engineering
Why build what you can buy?
Most startups avoid spending engineering cycles on internal tools. Meanwhile, we built an internal LLM Observability platform. Here's why.
Engineering
Building autopilot
Probabilistic AI agents paired with deterministic formal verification create the perfect combination for high trust domains like finance and accounting.
Product
Introducing AI Autopilot
Today, we're releasing our biggest feature yet: AI Autopilot. Autopilot evaluates uploaded transactions and determines whether they're safe to publish directly to ledgers.
Engineering
Everyone codes
At Briefcase, we are product-obsessed. Every team member provides customer support, everyone contributes to our product roadmap, and everyone, including our commercial people, codes.
Engineering
Building a Vertical AI Agent
How Briefcase constructs AI agents for the accounting industry, emphasizing predictability, consistency and accuracy.
Product
Introducing 'Contextual Learning' in the world of AI Accounting
Generative AI offers substantial efficiency improvements, yet foundational models lack specific business knowledge. Contextual Learning provides the solution.
Company
How can you trust an AI to do your accounting?
LLMs are inherently probabilistic, so how can you trust them with deterministic accounting workflows? We cover self-reflection, explainability and auditability in AI.
Company
What is an 'AI Agent' and what does it mean for accountants?
AI agents are advanced AI systems designed to interact with their environment autonomously. Unlike conversational AI, these systems operate through integrated infrastructure.
Company
How will multimodal AI transform the accounting industry?
Recent AI advancements have introduced Gemini 1.5 and GPT-4o, highlighting multimodal capabilities as the new standard in AI.
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Guides
16 guidesMTD for ITSA4
- First MTD for ITSA Quarterly Submission: A Practical Guide for Sole Traders and Landlords
- MTD for ITSA Penalties Explained: Points, Fines, and What Late Submission Actually Costs
- MTD for ITSA Software Compared: What Sole Traders and Landlords Actually Need in 2026
- MTD for ITSA 2026: A Practical Guide to Software and Compliance for Accountants
Comparisons7
Practice automation5
- AI Working Papers Software: A Practical Guide for UK Accountants
- Bookkeeping Automation Software: What UK Accounting Firms Need in 2026
- AI Agents for Accounting: How They Work and Why They Matter in 2026
- Month-End Close Automation: A Practical Guide for UK Accounting Firms
- How to Automate Invoice Processing for Accounting Firms in 2026
















