Simple, jargon-free explanations of core terms across business, operations, and growth.
Access control determines who can view, edit, add, delete, or manage information inside a system. In Datumra, access control helps protect business data while giving each person the right level of responsibility.
An activity log is a record of what has happened inside a system. It may show updates, edits, imports, exports, sign-ins, deleted records, or completed tasks.
An admin is a user with higher-level permissions. Admins may manage settings, records, integrations, permissions, and workspace configuration.
AES-256 is a widely used encryption standard that uses 256-bit keys to help protect data. It is commonly used to secure sensitive information when it is stored.
AI stands for artificial intelligence. It refers to software that can support tasks such as summarising, organising, drafting, analysing, recommending, and helping people work through information more effectively.
An AI agent is a software assistant designed to help carry out a task or sequence of tasks. In a business context, an agent may help prepare summaries, surface follow-ups, organise records, or support decision-making.
An AI assistant helps you complete tasks such as writing, summarising, researching, organising or finding information. A good AI assistant should support your judgement, not replace it.
AI-assisted describes work where software supports the user with organisation, analysis, writing, or suggestions, while the person remains responsible for the final decision.
AI-native means a system is built with AI as part of how it works from the beginning, rather than adding AI later as an extra feature. In Datumra, AI supports the operating system across knowledge, relationships, priorities, workflows, automation, and security.
AI output is the result produced by an AI system. This may include a summary, draft, recommendation, answer, analysis, extracted information, or suggested next step.
An AI workflow is a structured process where AI helps with one or more steps in a task. For example, a workflow may collect information, summarise it, suggest actions, and prepare a draft for review.
An API is a secure connection that allows different software tools to communicate with each other. APIs help platforms connect with services such as email, calendars, payments, storage, accounting tools, and CRM tools.
An API key is a private access code used to connect software systems. It should be protected carefully because it can allow one system to access another.
An approval is a confirmation step before an important action takes place. This may include deleting data, publishing content, sending a message, approving a payment, or changing a key record.
ARR stands for annual recurring revenue. It is the yearly value of recurring subscription revenue and is often used to measure the scale of a Software as a Service business.
An audit trail is a record of what happened, when it happened and who or what did it. It helps you see the history of actions and decisions.
Authentication is the process of confirming that a person is who they say they are. This usually happens when someone signs in with a password, code, passkey, or authentication app.
Automation means using software to complete a repeatable task with less manual effort. Strong automation saves time while keeping human control where it matters.
A backup is a copy of data kept so information can be restored if something is lost, damaged, or deleted.
A beta is an early version of a product shared with selected users before a wider launch. It helps teams test features, gather feedback, and improve the product before full release.
Bias happens when an AI system produces unfair or unbalanced results because of the data, assumptions or instructions behind it. AI can reflect problems in the information it learned from or the way it is used.
Billing is the process of charging customers for products or services. It may include invoices, subscriptions, payments, refunds, failed payments, and account plans.
A Blueprint is the structural definition of how a business works. It may include the company model, revenue streams, customers, offers, operations, delivery methods, risks, and key systems.
Boilerplate refers to standard text, code, or documentation that can be reused in new contexts without significant changes. In business, it often includes standard contract clauses, company descriptions, or foundational project templates.
Breakwater is Datumra’s protection layer. It is designed to help businesses think about risk, security, compliance, resilience, and operational protection across the whole operating system.
Burn rate is the amount of money a business spends over a period of time, usually measured monthly. It helps founders understand how quickly cash is being used.
Business infrastructure is the foundation that supports how a business runs. It can include systems, tools, workflows, documents, people, processes, data, security, and operating habits. Strong business infrastructure helps teams work with more consistency and less mess.
Business intelligence means turning business data into useful insight. Instead of only storing information, the system helps people understand what is happening and what needs attention.
Business logic is the set of rules that defines how a business process works. For example, who can delete a record, when a follow-up is due, or how a priority score is calculated.
A business model explains how a company creates, delivers, and captures value. It usually includes who the customer is, what the company offers, and how it makes money.
A business operating system is the central structure that helps a company manage its work, data, decisions, relationships, priorities, and operations in one place.
Cash flow is the movement of money in and out of a business. Positive cash flow means more money is coming in than going out during a specific period.
Catalyst is Datumra’s growth layer. It supports the activities that help a business attract attention, build demand, create opportunities, and move towards revenue.
Churn is the rate at which customers stop using or paying for a product or service. Lower churn usually means stronger retention.
Cloud storage is online file storage provided by services such as Google Drive, Microsoft OneDrive, Dropbox, or similar platforms.
A cohort is a group of users, customers, or companies that share something in common, such as joining in the same month or entering the same program.
Compliance means meeting legal, regulatory, contractual, or internal requirements. This may involve data protection, financial records, accessibility, security, or industry standards.
Consent is permission for something to happen, such as receiving marketing emails, processing data, or connecting an external account.
A connector is an integration that links one platform to another. Connectors help bring information from external tools into a more useful business system.
Context is the background information you give an AI tool so it can produce a better answer. This might include your goal, audience, background, examples, tone, constraints or previous notes.
Context switching happens when someone keeps jumping between tasks, tools, messages, files, and conversations. It can make work feel slower and more tiring because attention keeps being broken. Reducing context switching helps teams spend more time on meaningful work.
A context window is how much information an AI tool can consider at one time. If the conversation, document or task is too long, the tool may miss details or lose track of earlier information.
A conversion happens when someone takes an intended action. Examples include joining a waitlist, booking a call, becoming a customer, completing a purchase, or submitting a form.
A copilot is an AI tool that works alongside a person. It might suggest actions, draft content or summarise information, but the human still makes the final decision.
A cost centre is a part of the business where spending is tracked. This helps founders and bookkeepers understand where money is going.
CRM stands for customer relationship management. It usually refers to a system for managing leads, customers, opportunities, and relationship history.
A customer journey is the path someone takes from first discovering a business to becoming a customer, supporter, partner, or repeat buyer.
A dashboard is a visual summary of important information. It helps users quickly understand performance, activity, priorities, financial position, risk, or progress.
Data is information stored in a system. It can include text, numbers, files, dates, records, notes, payments, and activity history.
A data controller decides why and how personal data is processed. In business terms, this is usually the organisation that owns the customer or user relationship.
Data controller and data processor are legal roles used in data protection. A data controller decides why and how personal data is processed. A data processor handles personal data on behalf of the controller and follows the controller’s instructions.
A data layer is the foundation where business information is organised and stored. A strong data layer helps a business avoid scattered, duplicated, or unreliable information.
Data minimisation means only collecting and keeping the information that is needed for a specific purpose.
Data processing means collecting, storing, using, organising, sharing, deleting, or otherwise handling data.
A data processor handles personal data on behalf of another organisation. Many software platforms act as processors for their business customers.
Data residency refers to where data is stored geographically. This can matter for privacy, security, compliance, and contractual requirements.
Data retention means how long a tool keeps your information. Some tools keep data for a short time. Some keep it until you delete it. Some may keep logs for security or legal reasons.
A data schema is the structure that defines how information is organised in a system. It sets out the fields, record types, relationships, and rules that make data usable.
A data source is the place information comes from. Examples include an inbox, calendar, spreadsheet, CRM, payment tool, cloud folder, or manually added record.
Datumra OS is the operating system for founder-led businesses. It brings together core business systems such as knowledge, relationships, priorities, growth, finance, operations, and protection.
A decision log is a record of important decisions, including what was decided, why it was decided, who was involved, and when it happened.
A delivery method explains how a business provides its product or service. Examples include consulting, software, subscriptions, training, workshops, digital products, or managed services.
A dependency is something a project, task, or system relies on before it can move forward. This might be a person, decision, document, approval, payment, integration, or piece of work.
Due diligence is the review process used to understand whether a business is credible, organised, and ready for investment, partnership, acquisition, or major commercial decisions.
An embedding is a way of representing information so a computer can understand meaning and similarity. Embeddings help AI systems search and compare content beyond exact keywords.
Encryption protects data by making it unreadable to people or systems that do not have permission to access it. It helps protect sensitive information.
An endpoint is a specific access point within an API. It allows one system to request or send certain types of information.
Engagement measures how people interact with a product, service, campaign, or business. Examples include replies, clicks, bookings, logins, usage, comments, and repeat visits.
An entity is a defined object in a system, such as a company, invoice, project, workspace, document, or record.
Evidence is information that proves progress, activity, performance, or decisions. In Datumra, evidence may include traction records, customer notes, revenue data, signed agreements, product updates, or completed work.
Execution means doing the work required to move a business forward. It turns plans, priorities, and ideas into completed actions.
The experience layer is the part of a product that users interact with directly. It includes screens, flows, navigation, prompts, dashboards, and how the product feels to use.
An export is when data is downloaded or transferred out of a system. Exporting is useful for reporting, compliance, bookkeeping, backups, and external review.
An external tool is software outside Datumra, such as Google Workspace, Microsoft 365, Stripe, accounting software, CRM tools, email platforms, or cloud storage.
A feedback loop is a process where information from users, customers, or activity is reviewed and used to improve the business.
A finance tracker is a simple system for recording income, costs, invoices, payments, categories, and supporting documents such as receipts.
Fine tuning means adapting an AI model for a more specific task or style using extra examples. It is training the AI to behave better for a specific use.
A flag marks something for attention. It may highlight a risk, missing field, overdue task, important relationship, or unusual activity.
Focus is Datumra’s priority and execution layer. It helps founders organise work, surface what matters, and build a stronger operating cadence.
A forecast is an estimate of what may happen in the future, such as expected revenue, costs, cash flow, hiring needs, or growth.
Foundation is Datumra’s knowledge and structure layer. It helps a business organise its core information, documents, company knowledge, operating model, and internal context.
A founder-led business is a company where the founder is still deeply involved in direction, decision-making, delivery, growth, or operations.
A funnel is the path people move through before becoming customers. It may include awareness, interest, enquiry, sales conversation, purchase, and retention.
GDPR stands for General Data Protection Regulation. It is a data protection framework that sets rules for how personal data is collected, used, stored, and protected.
Generative AI is AI that creates something new, such as text, images, code, audio or video. It creates content from your instructions.
A goal is a defined outcome a business wants to achieve. Goals help connect strategy, priorities, and daily work.
Governance is the way a business is managed, controlled, and held accountable. It includes decision-making, responsibilities, policies, roles, and oversight.
Gross margin shows how much revenue is left after the direct cost of delivering a product or service. It helps a business understand how profitable its core offer is before overheads.
A growth system is the repeatable structure a business uses to generate attention, leads, relationships, sales, and retention.
GTM stands for go-to-market. It means the plan for taking a product, service, or offer to the right audience and turning demand into revenue.
Guardrails are rules, permissions, or limits that help keep a system safe and reliable. They reduce risk without stopping useful work from happening.
A hallucination is when an AI gives an answer that sounds confident but is wrong or invented. AI can make mistakes while sounding completely certain.
A handoff happens when work moves from one person, team, tool, or stage to another. A good handoff makes sure the next person has the information they need.
A health score is a simple measure of how strong, active, or at-risk something is. It may be used for customers, accounts, projects, pipelines, or operations.
A hectocorn is a private startup valued at more than $100 billion. For Datumra, the term connects to the long-term vision of building infrastructure for the next generation of world-changing companies.
A high-impact company is a business with the potential to create meaningful value for customers, markets, communities, or wider society.
HIPAA is a US law that includes rules for protecting certain health information. It is especially relevant to healthcare organisations, health plans, and service providers handling protected health information.
Human in the loop is an operational principle where AI generates drafts or suggestions, but a human must review and approve the final output. AI drafts, but a person stays responsible.
Human-led AI means AI supports the work, but people remain in control of important decisions. AI can draft, summarise, suggest, search, and organise. People approve, send, change, decide, and take responsibility.
Human review means a person checks the AI output before it is used, sent or relied on. AI can help prepare the work, but important decisions still need human judgement.
ICP stands for ideal customer profile. It describes the type of customer a business is best designed to serve.
Identity refers to how a system recognises a user, organisation, or account. It helps control access, permissions, and security.
An import brings data from another source into a system. Examples include importing transactions, documents, calendar events, or email history.
An index is a structured way of making information easier to organise, retrieve, and use.
Inference is what happens when an AI tool produces an answer. The model has already been built; inference is the moment it responds to your specific prompt.
An insight is a useful understanding gained from data, activity, or patterns. Good insight helps people make better decisions.
Integrations are the connections between Datumra and the tools your business already uses. Integrations help your tools work together instead of staying separate.
An intelligence layer is the part of a system that interprets information, connects context, and helps users understand what matters.
Investment readiness means a business has the information, evidence, structure, and story needed for an investor or funder to review it seriously.
An invoice is a document requesting payment for goods or services. It usually includes the date, amount, customer, description, payment terms, and business details.
A job to be done is the real problem or outcome a customer is trying to solve. It helps businesses understand why someone would use a product or service.
A journey is a structured path for a customer, investor, partner, or user. Journeys help businesses manage relationships and processes over time.
A journey stage is a specific point in a relationship or process. For example, a lead may move from new enquiry to qualified, proposal sent, won, or lost.
A key result is a measurable result linked to a larger goal. It helps a team understand whether progress is being made.
KPI stands for key performance indicator. It is a measurable number used to track performance, such as revenue, conversion rate, active users, churn, or customer acquisition cost.
A knowledge base is a central place where important business information is stored, such as documents, processes, customer notes, and playbooks. It is where the business keeps what it knows.
A knowledge graph is a structured way of connecting information. It shows how people, companies, documents, tasks, events, decisions, and records relate to each other.
A knowledge layer is the organised foundation of business information that helps a system understand the company, its work, and its context.
Lagging indicators show what has already happened. Examples can include revenue, profit, churn, completed sales, customer retention, and employee turnover.
A lead is a person or organisation that may become a customer, partner, investor, or supporter.
Leading indicators are signals that help show what may happen next. Examples can include lead volume, pipeline activity, customer feedback speed, employee engagement, and product development velocity.
Least-privilege access means giving each person, tool or AI system only the access it needs to do its job. Do not give an AI tool full access if it only needs limited access.
A lifecycle is the full path something goes through over time. This could be a customer lifecycle, product lifecycle, employee lifecycle, or investor relationship lifecycle.
LLM stands for large language model. It is a type of AI model designed to understand, process, and generate text. It is the engine behind many AI writing, research and assistant tools.
Machine learning is a way of building software that improves by finding patterns in data, rather than being programmed line by line for every possible situation. The system learns from examples.
A manual override allows a person to change or stop an automated action. This helps keep users in control when judgement is needed.
Memory is a system’s ability to retain useful context over time. In Datumra, memory helps business information become more connected and easier to use.
Metadata is information about information. For example, a file may have metadata showing its title, owner, upload date, file type, and last modified date.
Metrics are numbers used to measure activity, performance, or progress. Examples include revenue, costs, conversion rate, customer growth, and completed work.
MFA stands for multi-factor authentication. It adds extra protection by requiring more than one way to verify a user’s identity.
A Minimum Awesome System is the simplest version of a system that is genuinely useful, well-structured, and good enough to create real value.
A model is the underlying AI system that produces the answer. The model is the engine; the app is what you interact with.
Model-agnostic means a product is not dependent on one specific AI model. This helps a platform stay flexible as AI technology changes.
A module is a specific part of a platform focused on a particular area of work, such as finance, relationships, growth, priorities, or knowledge.
MRR stands for monthly recurring revenue. It is the monthly value of recurring subscription revenue and is commonly used by SaaS businesses.
MVP stands for minimum viable product. It is the simplest useful version of a product that can be tested with real users.
A native integration is a built-in connection between two systems. It usually works more smoothly than a manual workaround or third-party connector.
Nurture means building a relationship over time through helpful, relevant, and consistent communication.
OAuth is a secure way for one application to access another service without sharing a user’s password. It is commonly used when connecting tools such as email, calendars, or cloud storage.
Onboarding is the process of helping a person or organisation get started. It may include setup, guidance, data import, training, and first actions.
An operating cadence is the regular schedule a business uses to review, decide, and act. This may include daily priorities, weekly planning, monthly reviews, and quarterly strategy sessions.
An operating model explains how a business actually works. It covers people, processes, tools, data, responsibilities, and delivery.
An operating system is the central layer that helps manage the core functions of a business. In Datumra, this means bringing business knowledge, relationships, priorities, operations, and growth into one connected system.
An opportunity is a potential commercial, partnership, investment, or growth outcome that may be worth pursuing.
Orbit is Datumra’s relationship layer. It helps businesses manage journeys, relationship history, and important follow-ups.
An organisation is the business, company, charity, CIC, team, or project that owns a workspace and its data.
An outcome is the result a person or business is trying to achieve. Datumra focuses on helping businesses connect work to useful outcomes.
Overreliance happens when people trust AI outputs without checking them properly. AI is useful, but it should not become the only brain in the business.
An owner is the person with the highest level of control over a workspace, record, or organisation. Owners usually manage settings, permissions, and deletion rights.
Permissions decide who or what can access certain information or take certain actions. For example, a sales assistant might access contact records, but not payroll information.
Permission-aware access means users and systems can only access the information they are allowed to use. This is important when a business connects email, documents, calendars, relationships, financial records, and AI-supported workflows.
A pipeline is a structured view of opportunities moving through stages. It is commonly used for sales, partnerships, investment, hiring, or delivery.
A platform is a software system that brings multiple tools, workflows, or capabilities together in one environment.
A playbook is a repeatable guide for work that happens often. For example, a sales follow-up playbook, onboarding playbook or hiring playbook.
The Principle of Least Privilege is a security principle where users, systems, or AI tools only receive the access they need to do their work. It reduces unnecessary exposure of sensitive information.
A priority is something that needs more attention because of its importance, urgency, impact, or timing.
A priority score helps rank tasks or opportunities based on importance, urgency, impact, effort, or business value.
A process is a repeatable way of completing work. Strong processes help businesses avoid relying on memory, guesswork, or scattered notes.
Product-market fit means a product solves a real problem for a market that actively wants it.
Professional fees are payments to specialists such as accountants, lawyers, consultants, bookkeepers, or advisors.
A prompt is an instruction given to an AI system. A good prompt gives enough context for the system to produce a useful response.
A proprietary intelligence layer is the unique structure, context, and business logic that makes a platform valuable beyond the AI model itself.
Qualification is the process of deciding whether a lead, opportunity, applicant, partner, or investor is a good fit.
A quality signal is evidence that something is valuable, credible, or worth attention. Examples include customer demand, repeat usage, strong referrals, revenue, or trusted partnerships.
A query is a request for information. It may be a database request, filter, or question asked inside a system.
Quick capture is a fast way to record information before it is forgotten, such as a note, idea, receipt, relationship update, or follow-up.
RAG stands for retrieval-augmented generation. It is an AI method where a system retrieves relevant information before generating an answer, helping responses stay connected to trusted source material.
A record is a stored item of business information. It may be an invoice, note, document, expense, decision, or relationship update.
A recurring task is a task that repeats on a schedule, such as a weekly review, monthly invoice check, or quarterly report.
Relationship history is the record of previous interactions with a person or organisation. It may include notes, emails, meetings, stages, and decisions.
A relationship journey is the path a person or company moves through with your business. This could include first contact, follow-up, sales conversation, client onboarding, partnership, investment discussion, hiring process, or long-term relationship management.
Relationship management is the process of tracking and strengthening important business relationships over time.
Retention measures how well a business keeps customers, users, subscribers, or relationships over time.
Revenue is money the business earns from selling products, services, subscriptions, licenses, or other income-generating activity.
A revenue stream is a specific way a business makes money. Examples include subscriptions, consulting, training, product sales, licensing, or retainers.
Risk is anything that could create harm, loss, delay, disruption, or uncertainty for the business.
A role defines what someone is responsible for and what they are allowed to do inside a system.
Role-based access gives different permissions to different types of users, such as owner, admin, member, contributor, or viewer.
Runway is the amount of time a business can continue operating before it runs out of available cash, based on current income and spending.
SaaS stands for Software as a Service. It means software is delivered online and usually paid for through a subscription, rather than installed and owned as a one-time purchase.
Security means protecting systems, accounts, and data from unauthorised access, misuse, loss, or damage.
A segment is a group of people or organisations with shared characteristics. Businesses may segment customers, leads, investors, partners, or users.
Semantic search finds information based on meaning, rather than only exact words. This helps users discover relevant records even when they search using different wording.
A signal is a piece of information that suggests something may be important. For example, a customer reply, missed payment, investor introduction, or repeat product use may all be useful signals.
A single source of truth is one trusted place where important information is kept up to date.
A snapshot is a point-in-time summary of important information, such as current priorities, financial position, progress, or risk.
SOC 2 is an assurance reporting framework for service organisations. It examines controls related to areas such as security, availability, processing integrity, confidentiality, and privacy.
SOP stands for standard operating procedure. It is a step-by-step guide for completing a repeatable task.
A source of record is the main trusted place where a specific type of information is stored.
SSO stands for single sign-on. It allows users to access multiple tools through one trusted login provider.
Stakeholder mapping means organising the people and organisations that influence or matter to a business. This can include customers, partners, investors, suppliers, advisors, employees, candidates, funders, and community contacts.
Strategy is the direction and set of choices a business uses to reach its goals.
A subscription is a recurring payment for access to a product or service.
Sync means keeping information updated between systems. For example, a calendar, inbox, or storage folder may sync with Datumra.
Tax relevant means a record may be useful for tax reporting, bookkeeping, or financial review. Most business income and expenses are tax relevant.
A template is a reusable structure for creating something faster and more consistently. Templates may be used for documents, workflows, emails, reports, or playbooks.
A tenant is a separate customer environment within a software platform. In a business platform, each organisation may have its own tenant or workspace.
A timeline is a chronological view of activity. It may show notes, emails, decisions, meetings, records, or project updates in date order.
Tokens are small pieces of text that AI systems use to read and generate language. A token can be a word, part of a word or punctuation. Tokens are how AI tools measure the amount of text being processed.
Traction is evidence that a business is making progress. It may include revenue, users, partnerships, waitlist growth, customer feedback, pilots, press, referrals, or product usage.
Traction Docs are evidence-based records used to track and demonstrate business progress over time.
Training data is information used to teach or improve an AI model. A strong privacy position should make it plain when customer data is not used for model training.
A trigger is something that starts an action or workflow. For example, a new form submission may trigger a follow-up process.
Two-factor authentication adds an extra security step when signing in. It usually requires something beyond a password, such as a code or authentication app.
Uptime is the amount of time a system is available and working as expected.
Usage data shows how people use a product or system. It may include actions taken, features used, login activity, or workflow patterns.
Validation is the process of testing whether an idea, product, feature, or offer is wanted, useful, and worth building further.
A value proposition explains why someone should choose a product, service, or company. It describes the value being offered and who it is for.
A vault is a protected area for storing important information, documents, or records.
Vector search is a way of finding information based on meaning rather than exact keywords. It can help AI systems retrieve relevant context from documents, notes, or records.
A venture build is a structured programme or process for building a business, product, or venture with dedicated support across strategy, technology, brand, operations, and growth.
Version history shows previous versions of a record, document, or change. It helps users understand what changed over time.
Visibility means being able to see what is happening across the business, such as work, relationships, risks, finances, priorities, and progress.
A waitlist is a list of people who have registered interest before a product, service, or offer becomes available.
A webhook is a message sent automatically from one system to another when something happens. For example, a payment platform may send a webhook when a payment succeeds.
A weekly review is a regular check-in to review progress, priorities, blockers, and next steps.
Work about work is the admin around the work itself. It includes searching for information, switching between tools, chasing updates, managing tasks, finding files, and trying to understand what is happening. Reducing context switching helps teams spend more time on meaningful work.
A workflow is a guided sequence of steps for completing a business activity. Workflows help turn complex work into a more manageable path.
A workspace is the main area where an organisation manages its data, systems, and activity inside Datumra.
XBRL stands for eXtensible Business Reporting Language. It is a standardised digital format for financial reporting that helps companies share financial data with regulators while reducing manual re-entry.
Year-to-date means the period from the start of the current year up to today. It is often used in finance, revenue, cost, and performance reporting.
A yearly review is a structured review of what happened across the business during the year, including progress, revenue, costs, lessons, risks, and future priorities.
Zero-based planning means building a plan from the ground up instead of simply copying last year’s assumptions. It helps teams question what is actually needed.
Zero model training means your data is not used to train or improve the general AI model. Your business information does not become training material.
Zero trust is a security approach based on the idea that access should not be automatically trusted. Users, devices, and systems should be verified before being given access to sensitive information.
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