Answer library: governed proposal knowledge for reuse
Learn how an RFP answer library combines approved wording, source evidence, applicability, permissions, ownership and review dates.
Tony Kim Founder and CEO Read guide Glossary / 42 field guides
Proposal, tender and applied AI glossary
Terms in this field are often used loosely. Each definition explains the operational meaning, the decision it affects and the nearby terms people commonly confuse.
Ziva
Proposal software for source-grounded RFP, RFI, DDQ and questionnaire response work.
Tony Kim Founder and CEO Read guide Answer provenance: traceable sources for proposal content
Answer provenance records where a response came from, how it changed and who approved it. Learn how to make proposal claims reviewable.
Tony Kim Founder and CEO Read guide Due diligence questionnaire: DDQ meaning and process
A due diligence questionnaire helps a buyer or investor assess an organisation’s controls, risks, capabilities and evidence before a decision.
Malcolm Ferguson Procurement and sourcing specialist Read guide Proposal management: process, roles and controls
Proposal management coordinates qualification, requirements, writers, evidence, pricing, reviews and release into one controlled response.
Tony Kim Founder and CEO Read guide Proposal response: from buyer question to approved answer
A proposal response answers a buyer’s stated need with a controlled claim, evidence and commitment. Learn how teams build and review it.
Tony Kim Founder and CEO Read guide Response compliance: controlling RFP and tender answers
Response compliance means satisfying the buyer’s applicable instructions and requirements. Learn how to trace obligations and release with evidence.
Tony Kim Founder and CEO Read guide RFI: meaning, process and response strategy
An RFI, or request for information, helps a buyer understand supplier capabilities, solution options and market constraints before a formal procurement.
Malcolm Ferguson Procurement and sourcing specialist Read guide RFP: meaning, process and practical use
An RFP, or request for proposal, asks suppliers to present a compliant solution, delivery approach, evidence and commercial offer for buyer evaluation.
Malcolm Ferguson Procurement and sourcing specialist Read guide RFQ: meaning, quotation process and response guide
An RFQ, or request for quotation, asks suppliers to price a sufficiently defined requirement under stated commercial and delivery conditions.
Malcolm Ferguson Procurement and sourcing specialist Read guide Zelius
Managed tender intelligence and bid execution for teams that want the commercial outcome.
Award criteria: how public tenders evaluate offers
Award criteria define how admissible public tender offers are compared. Learn how to trace weights, evidence and scoring into a controlled response.
Malcolm Ferguson Procurement and sourcing specialist Read guide Bid or no-bid: a practical decision framework
A bid or no-bid process decides whether an RFP or tender deserves pursuit capacity after gates, fit, evidence, economics and risk are tested.
George Manolas Commercial and RFP operations partner Read guide Compliance matrix: tender requirements control guide
A compliance matrix maps every tender requirement to its source, owner, evidence, response location, status and final verification.
Tony Kim Founder and CEO Read guide Conditions of participation in public procurement
Conditions of participation test supplier capacity for a public contract. Learn to verify each condition, document and relied-on entity before bidding.
Malcolm Ferguson Procurement and sourcing specialist Read guide Contract notice: finding and qualifying public tenders
A contract notice announces a procurement, but it is not the complete tender pack. Learn which notice fields matter and what suppliers must verify.
Malcolm Ferguson Procurement and sourcing specialist Read guide CPV code: how European tender classification works
CPV codes classify the subject of European public contracts so authorities can publish and suppliers can search tender notices consistently.
Malcolm Ferguson Procurement and sourcing specialist Read guide E-procurement: electronic tendering from notice to contract
E-procurement moves notices, documents, questions, submissions and transactions online. Learn the supplier controls that prevent portal failure.
Malcolm Ferguson Procurement and sourcing specialist Read guide Framework agreement: call-offs, value and bidder risk
A framework agreement sets terms for future contracts, but supplier appointment may not guarantee orders, volume or the advertised ceiling value.
Malcolm Ferguson Procurement and sourcing specialist Read guide Public procurement: process, principles and bidders
Public procurement is the regulated purchase of works, supplies and services by public bodies through defined procedures, evidence and award rules.
Malcolm Ferguson Procurement and sourcing specialist Read guide Standstill period after a public procurement award
A standstill period preserves time between an award decision and contract conclusion. Learn what suppliers should verify and do immediately.
Malcolm Ferguson Procurement and sourcing specialist Read guide Tender: meaning, procurement process and bidder guide
A tender is a structured competitive procurement in which suppliers submit offers against defined requirements, rules and evaluation criteria.
Malcolm Ferguson Procurement and sourcing specialist Read guide Tender clarification: how to ask and control questions
Tender clarification is the formal route for bidders to resolve material ambiguity and incorporate authoritative answers before submission.
Tony Kim Founder and CEO Read guide Tender lot: scope, bidding rules and supplier decisions
A tender lot is a separately defined part of a procurement. Learn how lot scope, eligibility, award limits and dependencies shape a compliant bid.
Malcolm Ferguson Procurement and sourcing specialist Read guide Zeke
AI product engineering for moving a software brief into a reliable production product.
AI agent: meaning, architecture and production controls
An AI agent pursues a goal through model-guided decisions and tools, requiring explicit limits on identity, actions, state and human approval.
Tony Kim Founder and CEO Read guide AI guardrails: controls, limits and production testing
AI guardrails constrain inputs, outputs and actions, but no single filter guarantees safety. Design layered controls around the actual product consequence.
Tony Kim Founder and CEO Read guide AI model evaluation: test sets, metrics and gates
AI evaluation measures whether a model-enabled system meets task, risk, latency and cost requirements on representative cases before and after launch.
Tony Kim Founder and CEO Read guide Embeddings in AI: meaning, retrieval and evaluation
Embeddings turn content into numerical representations for comparison and retrieval. Learn what determines useful similarity in a production system.
Tony Kim Founder and CEO Read guide Fine-tuning AI models: meaning, choices and controls
Fine-tuning changes a pretrained model for a defined task or behavior. Learn when it helps, what evidence it needs and how to operate it safely.
Tony Kim Founder and CEO Read guide Large language model: LLM meaning and production use
A large language model predicts and generates language, but a reliable AI product also needs context, controls, evaluation and software operations.
Tony Kim Founder and CEO Read guide Model Context Protocol: tools, resources and boundaries
Understand MCP clients, servers, tools, resources and prompts, plus the security and reliability controls an enterprise integration still needs.
Tony Kim Founder and CEO Read guide Model drift: detection, diagnosis and response in AI
Model drift is a production change that can invalidate expected AI behavior. Learn how to monitor outcomes, find causes and respond with control.
Tony Kim Founder and CEO Read guide Prompt injection: risks, examples and defenses
Prompt injection occurs when untrusted instructions alter intended model behavior, especially when an LLM can access sensitive context or tools.
Tony Kim Founder and CEO Read guide Retrieval-augmented generation: RAG system guide
Retrieval-augmented generation gives a language model selected external context, helping applications answer from current, private or cited sources.
Tony Kim Founder and CEO Read guide AI tool calling: schemas, permissions and safe execution
Tool calling lets a model request structured operations. Learn how applications validate arguments, authorize effects and verify real outcomes.
Tony Kim Founder and CEO Read guide Vector database: embeddings, search and production choices
A vector database stores and searches embeddings by similarity. Learn what it does, when it helps and how to test relevance, filters, latency and change.
Tony Kim Founder and CEO Read guide Zenith
AI workflow automation for repetitive, document-heavy and research-heavy operations.
Business process automation: scope, design and control
Business process automation coordinates work across steps, people and systems. Learn how to define scope, exceptions, controls and measurable outcomes.
George Manolas Commercial and RFP operations partner Read guide Exception handling in automated business processes
Exception handling detects cases that cannot follow the normal path and routes them to recovery. Learn how to design ownership, evidence and resolution.
George Manolas Commercial and RFP operations partner Read guide Human in the loop: meaningful oversight for AI
Human-in-the-loop AI places a person at a defined decision point, with enough evidence, authority and time to review or change the outcome.
Tony Kim Founder and CEO Read guide Intelligent document processing: IDP system guide
Intelligent document processing turns variable files into validated structured data through capture, classification, extraction and review.
Tony Kim Founder and CEO Read guide Process mining: event data, discovery and action
Process mining reconstructs how work actually flows from timestamped system events, revealing variants, delays, rework and control gaps.
George Manolas Commercial and RFP operations partner Read guide Robotic process automation: RPA meaning and fit
Robotic process automation uses software bots to reproduce defined user actions, often bridging systems where stable APIs are unavailable.
George Manolas Commercial and RFP operations partner Read guide Straight-through processing: no-touch flow with control
Straight-through processing completes eligible cases without manual intervention. Learn how to define valid outcomes, exclusions and exception controls.
George Manolas Commercial and RFP operations partner Read guide Workflow orchestration: state, retries and recovery
Workflow orchestration coordinates multi-step work across systems, people and AI while preserving state, policy, observability and recovery.
Tony Kim Founder and CEO Read guide