AI Automation Glossary

English as Code

Plain English as the actual executable program — not prompts, not comments.

A patented automation paradigm where business rules written in plain English serve as the executable program logic. Unlike prompts that suggest behavior, English as Code is interpreted and executed deterministically by a Symbolic Executor.

How it works in enterprise automation

English as Code is Kognitos's foundational patented approach to enterprise automation. Instead of translating business requirements into Python scripts, RPA bots, or low-code flowcharts, teams write their process logic in plain English: 'If the invoice amount exceeds $10,000, route to the CFO for approval; otherwise auto-approve and log the decision.' That sentence is the program. The Kognitos Symbolic Executor parses it into a deterministic execution plan and runs it exactly — with no improvisation, no interpretation drift, and no hallucination. Changes take minutes, not development sprints. Business users maintain their own automations without engineering dependencies.

Related terms

Deep dive: What is English as Code? →

Enterprise FAQ

How does implementing English as Code lower our long-term total cost of ownership for automation infrastructure?

Three cost lines shift. First, developer hours per automation drop because the process owner writes the rule in plain English — no Python, no Power Fx, no Studio project. Second, bot-maintenance labour collapses because English rules self-heal across UI and format changes; selector-based bots do not. Third, change-request cycle times drop from weeks to hours, which means more processes get automated per quarter at the same headcount. Customers running English as Code at scale typically report 60–80% reduction in automation TCO within the first year.

Prompting an LLM produces probabilistic outputs that cannot be defended in audit. English as Code is the opposite: the English text is the actual executable program. A deterministic symbolic executor runs it; the same input produces the same output every time. Every execution emits an immutable plain-English log — variables read, rules applied, actions taken — that Big 4 firms accept as primary SOX 404 evidence. Prompts are starting points; English as Code is enforceable policy.

Yes. Every rule in Kognitos is versioned, attributable to an author, and promoted through your existing change-management approval workflow before reaching production. RBAC limits who can edit which rule sets. Sandbox environments validate rules against historical data before promotion. Detective controls — anomaly detection, threshold breaches, segregation-of-duties checks — run continuously and emit OpenTelemetry events to your SIEM. The result: the business edits the policy, security and compliance see every change as it happens.

Rules export to text artefacts that can be committed to Git, code-reviewed, and CI-tested like any other source asset; the platform supports a GitOps-style flow for organisations that want IT to formally own rule versioning. Test fixtures are first-class — sample documents and expected outcomes drive automated regression on every promotion. Webhook events fire on rule promotion, exception escalation, and execution completion, so existing JIRA, ServiceNow, and PagerDuty workflows pick them up without custom integration.

Kognitos ships with rule templates by domain (finance, AP, reconciliation, document ingestion), a sandbox that scores rule quality against historical data, and a designated 'reviewer' role for ensuring stylistic and policy consistency. Most enterprises pair this with a one-day enablement workshop per business unit. After enablement, process owners write rules directly; an internal champions network reviews promotions to keep the estate coherent — a fraction of the governance cost of running an RPA CoE.

A patented automation paradigm where business rules written in plain English serve as the executable program logic. Unlike prompts that suggest behavior, English as Code is interpreted and executed deterministically by a Symbolic Executor.

English as Code is Kognitos's foundational patented approach to enterprise automation. Instead of translating business requirements into Python scripts, RPA bots, or low-code flowcharts, teams write their process logic in plain English: 'If the invoice amount exceeds $10,000, route to the CFO for approval; otherwise auto-approve and log the decision.' That sentence is the program. The Kognitos Symbolic Executor parses it into a deterministic execution plan and runs it exactly — with no improvisation, no interpretation drift, and no hallucination. Changes take minutes, not development sprints.

See English as Code in action

Kognitos uses english as code to power zero-hallucination enterprise automation — described in plain English, executed with deterministic precision.

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