Revolut

Monzo is a UK digital bank and financial-services platform. Its app offers current accounts, joint and children’s accounts, savings, credit cards, investments, pensions and mortgage-related tools, alongside budgeting features such as Pots, Salary Sorter, bill payments, spare-change roundups and cashback. The videos identify Monzo as the bank where the speakers work, while noting that their presentation about trustworthy AI is not made on Monzo’s behalf.

Optiver is a global, technology- and research-driven market-making and trading firm. Its teams of engineers, scientists, mathematicians, quantitative researchers and traders develop trading systems, models and strategies across markets, products and time zones. The company processes petabytes of market data daily, executes more than 10 million trades per day, connects to more than 100 exchanges and prices more than a million financial instruments, according to its website. Optiver's internal AI platform is designed for rapid, measurable deployment in trading workflows. It includes an inference gateway for routing and budget control, internal golden sets for benchmarking new frontier models, and a model- and harness-agnostic meta harness; the platform runs on premises so changes can reach traders and their P&L impact can be evaluated within hours.

Vorflux is an AI software-engineering and workplace-automation platform from Vorflux that runs long-lived coding agents in the cloud and persistent AutoBots in Slack or Microsoft Teams. Its coding workflow covers environment setup, planning, dependency-aware task orchestration, multi-agent implementation, browser and device testing, recordings, staging evidence, independent code review, and a merge queue. AutoBots are assigned a goal, role, owner, chat channel, tools, and a spending budget. They plan, design, build, test, and review work on an ongoing basis, starting from signals such as customer-call transcripts, monitoring alerts, failing CI builds, repository changes, analytics, or cloud-cost data. Example bots include on-call triage, security review, build repair, documentation, latency investigation, migration monitoring, and product analysis; the interface shows their decisions and requests for approval in a home channel.

Rovo Dev is Atlassian's AI coding agent for software teams. It plans, generates, and reviews code through a terminal, IDE, Bitbucket, and GitHub, using context from Jira items, Confluence, connected code, documents, and organizational decisions in a sandboxed container. It supports planning and autonomous development, code search, context verification, model and agent selection, deterministic checks, AI review, human review, pull-request interaction within Jira, breaking epics into smaller issues, selecting suitable backlog work, managing review capacity, and clarifying underspecified requirements. Its standards workflow turns engineering standards written in Markdown, such as design-token rules, into reusable code-review rules for selected repositories or repository patterns, enforcing them by posting comments on pull requests.

Vals AI is an AI benchmarking and evaluation company that independently tests models on economically valuable real-world tasks, including software, finance, law, cybersecurity and other frontier-risk areas. It develops and runs its own evaluations, publishes benchmark results and model comparisons through the Vals Index and specialized benchmarks such as finance-agent, Excel-modeling, tax-agent and legal evaluations, and reports performance alongside cost, latency and token usage. The videos also describe Val Smith, an internal-tooling product that evaluates models against a firm's actual GitHub work to help choose models and reduce token spending.