Last updated: 18 September 2026.
How to read the AI stories
The seven stories on this website describe possible applications for legal services, recruitment and staffing, business and people consulting, built-environment and technical consulting, property agency and management, marketing and communications, and creative production and experiences.
They are illustrative scenarios, not completed client projects, live applications or evidence of measured results. The situations and outputs described explain an idea; they do not establish that a particular application has been built, tested or approved for use. The site's animation and graphics support its presentation and do not show a live system carrying out the stories.
Professional judgement and approval
Reasoning Firms designs and builds software. The stories describe applications that prepare work for people to review. They do not provide legal advice, recruitment decisions, building or safety assessments, or other professional conclusions on which a visitor should rely.
The responsible people check the source information, assumptions and proposed outputs. For example, a lawyer reviews evidence and legal interpretation; a recruiter reviews suitability and works with the client and candidates on staffing choices; and a surveyor checks proposed repairs and contractor comparisons. Client communications, published material and operational instructions also need appropriate approval before use.
AI can omit information, invent facts, make calculation errors or reproduce bias. Outputs may also be out of date. Human review is especially important where an output could affect employment, people's rights, building safety or a client's commitments. Each real project must define who reviews the work and which decisions and actions require approval.
Agreeing a real application
A project needs its own written scope, representative tests, acceptance criteria and arrangements for human approval. We will discuss what data the system may use, who checks results and which actions must remain under human control. Do not send confidential client records, passwords or sensitive personal information through the website enquiry form.
Results depend on the workflow, data quality, integrations, staff use and ongoing oversight. We do not promise a particular saving, level of accuracy, revenue increase or regulatory outcome from the examples. Fees, deliverables and responsibilities for paid work are set out in your agreement and our service terms.
These explanations do not remove our obligation to provide agreed services with reasonable care and skill, or limit rights or liabilities that the law does not allow us to exclude.
Third-party names and relationships
Third-party product names identify technologies; mentioning them does not itself mean their providers endorse Reasoning Firms. Any paid promotion or affiliate relationship will be identified where it appears.