Glossary
Key terms & definitions
The definitive reference for Symbiotic Intelligence, the Symbiotic Intelligent Operating System, and the architecture behind RevSprint.
- Symbiotic Intelligence
A category of artificial intelligence defined by the structural interdependence of AI and a human team, each engineered to be incomplete without the other. The AI cannot function without the human team, and the human team becomes extraordinary because of the AI. Unlike autonomous agents that act independently or copilots that wait for prompts, Symbiotic Intelligence is architectural: the AI learns from every approval, override, and edit the team makes, and the team gains real-time organisational awareness that would be impossible without the AI.
The term was coined by RevSprint to describe the architectural principle behind its operating system. Symbiotic Intelligence is structural: it requires a real-time event mesh, OS-level cross-application awareness, constitutional governance enforced at the code level, a declining-cost workflow engine, and external deployment capability. These five structural advantages cannot be assembled from point solutions.
Why this is a category, not a feature→- Symbiotic Intelligent Operating System (SIOS)
The product category that RevSprint defines. A Symbiotic Intelligent Operating System (SIOS) is a unified intelligence layer that sits across every department, every communication channel, and every surface where a team works. It reads every signal in real time, reasons across organisational boundaries, and acts with progressive autonomy governed by constitutional rules.
Unlike CRM platforms, project management tools, or sales engagement software, a Symbiotic Intelligent OS treats the entire organisation as one intelligence graph. A support ticket in one department instantly affects deal health in another. A stale email triggers urgency on a quote card. One intelligence substrate shares one living picture across four surfaces: browser, desktop overlay, mobile, and customer-facing.
See the full product→- RIBA (RevSprint Intuitive Business Assistant)
The always-on desktop companion that delivers RevSprint intelligence wherever the user works. RIBA is not a chatbot or a copilot. It is a persistent overlay that observes the user’s context across any application (Salesforce, Gmail, LinkedIn, Outlook, Zoom) and surfaces relevant intelligence in real time without requiring the user to switch tabs or prompt it.
RIBA coaches during live meetings, drafts follow-ups in the user’s voice, detects commitments in emails, and manages proactive workflows. It operates under progressive autonomy: observed actions become suggestions, approved suggestions become autonomous behaviours. Every action is logged to an immutable audit ledger.
Learn more about RIBA→- Orbit
RevSprint deployed on the customer’s domain as a branded intelligence surface. Unlike traditional chat widgets, Orbit is connected to the full RevSprint intelligence layer. It knows who is visiting, their purchase history, open support tickets, and account health, and routes escalations directly into the internal pipeline.
Learn more about Orbit→- Inter-RIBA
A patent-pending protocol for structured AI-to-AI commerce between RevSprint tenants. Inter-RIBA enables one organisation’s AI to send structured intents (quote requests, availability checks, support handoffs) to another organisation’s AI, with cryptographic mutual authentication, dual-approval lifecycle, and graduated trust scoring (0–5, outcome-based).
Inter-RIBA uses a discovery mechanism via .well-known/riba endpoints, supports compliance gating for transactions exceeding configurable thresholds, and logs every cross-organisation interaction to both organisations’ RIBA Ledgers.
Learn more about Inter-RIBA→- Progressive Autonomy
The trust-building model in which RevSprint earns the right to act on behalf of the user through demonstrated competence. Actions progress through three stages: observed (RIBA watches the user act and learns), suggested (RIBA proposes an action and waits for approval), and autonomous (RIBA acts independently because the user has approved this type of action enough times).
Progressive Autonomy is enforced at the code level through an eight-layer authority chain. High-risk actions always require human approval regardless of autonomy tier. The system cannot be configured to bypass this constraint.
- Organisational Omnipotence
The architectural property of RevSprint in which the AI reads all organisational data at the highest access level, reasons across every department, user, deal, email, and board simultaneously, and reacts to every change instantly via a real-time event mesh. Output is then filtered by role-based disclosure rules before reaching each user.
It reads across the whole organisation in real time and filters every output by the querying user’s role before it reaches them, so the system reasons on the full picture while each person sees only what they are cleared to see. Security is maintained through deterministic code boundaries including tenant isolation, PII redaction, and an immutable audit ledger.
- RIBA Mesh
The real-time intelligence layer that broadcasts signals across every department, every user, and every board. When any entity changes state, whether a deal moves, a ticket escalates, or an email arrives, the mesh propagates severity-ordered signals to every connected surface in under one second.
- RIBA Ledger (ROI Ledger)
An immutable, tamper-evident audit trail that logs every action RIBA takes and traces it to measurable business outcomes: revenue attributed, hours saved, deals accelerated. The ledger uses per-organisation cryptographic hash chains, so any attempt to alter a past entry breaks the chain and is detected automatically.
The ROI Ledger is exportable and auditable. It provides the CFO with mathematical proof of AI value rather than anecdotal claims. Every coaching tip, proactive warning, and automated action is traced to its downstream revenue impact.
- Symbiotic Loop
The bidirectional intelligence loop between communications (inbox) and pipeline state. Every email updates entity health, detects commitments, and cascades sentiment changes. Every deal change influences message priority and urgency. The inbox and pipeline are one intelligence graph, not two separate features.
- Operating Substrate
The foundational layer an organisation's intelligence runs on: one shared, real-time picture of every signal across every department, with governed execution and security built in. A Symbiotic Intelligent Operating System is the operating substrate for the AI era. Unlike tools that bolt AI on top of existing silos, the substrate sits beneath the whole organisation so every team works from the same live truth.
Operating-system-grade software owns three things: a unified data layer, a governed execution layer, and the secure boundaries to the outside world. RevSprint owns all three at the intelligence layer, which is what separates a category-defining operating system from a coordination layer stacked on top of disconnected tools.
The operating substrate explained→- Multi-Agent Orchestration
The industry's current approach to organisation-wide AI: multiple AI agents, each tied to a tool or task, coordinated by a layer that passes messages between them. Orchestration sits at Layer 2. It assumes a Layer 1 substrate of shared, real-time context already exists. When that substrate is missing, orchestrated agents recreate the silos they were meant to remove: disconnected information, duplicated effort, and context-free decisions.
Symbiotic Intelligence inverts the model. Instead of coordinating agents that each see a slice, RevSprint gives the whole organisation one shared, real-time picture first, then acts on it. The substrate is the layer multi-agent orchestration assumes but rarely builds.