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AI models and tools

What they are and how to use the main models and tools of artificial intelligence, explained for those who have to use them in the company.

69 guides in this category

Jev AI at the heart of a business decision and path diagramJev AI explained: what changes for SME automationJev AI helps classify and route requests. Integrate it into SME processes, choose which tasks to delegate and keep the right controls.
Jev API pricing and an illustrative calculation for one hundred thousand requests of two thousand tokensJev AI: API pricing and cost of business automationTransparent Jev AI API cost calculations: tokens, volumes, review and integration. Build a budget while distinguishing rates from savings.
Databases and checklists on Italian data, agreements and tests precede API USA, no training and ZDR enterpriseJev AI for business: privacy, limits and testing on Italian dataBefore using Jev AI in your business: minimum data, US hosting, retention terms and a pilot using Italian messages with practical checks.
A shared context ramifies into four independent questions for Jev AIParallel questions in Jev AI: fewer requests and repetitionsWhen to group questions in Jev AI and when a second call is needed. Formulas, dependencies and measurements for optimising a business workflow.
Flow from n8n to HTTP Request node and Jev AI APIIntegrate Jev AI through its API: a workflow for n8n and business softwareConnect Jev AI through n8n's HTTP Request node: verified payloads, credentials, errors and checks before updating business software.
Ticket routed by Jev AI to shipments, invoices or operator reviewRoute support tickets with Jev AI: department, urgency and reviewDesign ticket triage with Jev AI: clear categories, urgency assessed separately, human handoffs and checks before assigning requests.
Document prepared with parser or OCR and text classified in commercial or administrationDocument classification with Jev AI: build reliable categoriesOrganise business documents with clear categories, hierarchies and reviews. A Jev AI method from text preparation to tests on your archive.
Three Choice bars with probability 0.8, 0.1 and 0.1, confidence 0.7 and an operator for reviewJev AI, confidence and probability: when to get a person to interveneInterpret Jev AI confidence and probabilities, choose process thresholds and build a human review process that corrects errors.
Two fictitious business records compared with Jev AI between themselves, different and uncertain, before the reviewDeduplication with Jev AI: connecting records without merging the wrong onesUse Jev AI to compare candidate pairs in a CRM or catalogue. Separate matching, different and uncertain pairs, with review before every merge.
Hypothetical example: Jev chooses the total between candidate amounts and software verifies 100 plus 22 equals 122Jev AI to extract data from emails and invoices: first find, then chooseSeparate parsing, candidates, semantic selection and checks: extract data with Jev AI without inventing missing amounts, dates or strings.
Message evaluated by Jev and then subjected to deterministic permissions of the code before the actionBusiness chatbot guardrails: where to use Jev AIHow to use Jev AI to classify risks and route messages, while maintaining permissions, technical controls, and approvals in the software.
CRM requests ordered with Jev AI and illustrative columns for fit, urgency and informationLead scoring with Jev AI: Prioritizing requests in CRMPrioritise sales leads with Jev AI: separate scoring rubrics for fit, urgency and completeness, team-controlled weights and CRM checks.
Documents cross a sieve to the evidence and an LLM writing the answerJev AI in RAG: choose sources before answeringWhere Jev AI fits in business RAG: relevance, evidence and conflicts, with separate permissions and a practical knowledge base test.
Document with a condition on thirty days compared with a sentence that omits exceptionsVerify chatbot citations with Jev AIAn existing source is not enough: verify AI citations and whether sources support the answer, handle conditions and stop doubtful claims.
Visual comparison between a decision path and a text generation pathJev AI vs LLM: how to choose the right modelClosed-set decisions, text and reasoning need different roles. A matrix for choosing Jev AI, an LLM or a mixed workflow for SME processes.
A digital archive links approved documents, versions, and accesses to Copilot responsesCopilot, SharePoint, and OneDrive: Finding Reliable DocumentsPrepare SharePoint and OneDrive for Copilot: approved documents, versions, permissions and search tests. A practical method for SME document archives.
A Copilot Studio agent connects documents, tools, and operators in a business environmentCopilot Studio: creating an AI agent for the companyDesign an AI agent with Copilot Studio: sources, tools, channels, permissions and tests. Differences from Agent Builder and a path for an SME.
Three Microsoft Copilot login paths link account, document, and business contextCopilot Chat and Microsoft 365 Copilot: What ChangesCopilot Chat vs Microsoft 365 Copilot: accounts, Basic and Premium licences, business files and agents. Choose appropriate access for each SME role.
Claude Code Blast Radius Mod: Suspended command, expected impact and choice between proceed and cancelBlast Radius in Claude Code: Assessing Commands Before ActingClaude Code Blast Radius Mod: previews, user choices and the limits of recognised commands. Evaluate it while distinguishing a demo from a business policy.
Claude Code Mod does not work hot reload: path from symptom to version, policy, upload, UI and statusClaude Code Mod not working: loading, hot reload and stateClaude Code Mod hot reload not working? Check the version, policy, loaded code, UI and state. A structured diagnosis with logs and reproducible tests.
Claude Code Mods enterprise security team: managed provenance, review, distribution and policy boundaryClaude Code Mods for Teams: Distribution, Policy and SecurityClaude Code Mods security for business teams: private marketplaces, versions, reviews and managed policies, with code boundaries and an adoption plan.
Claude Mods API custom tool command: two separate inputs to a read-only lookup ticketClaude Mods API: add custom commands and toolsClaude Mods API custom tool commands: choose the entry point, define inputs and errors, and verify canonical names. A read-only example with dummy tickets.
Create Claude Code Mod TypeScript: manifest, input module and verification loopCreating a Claude Code Mod in TypeScript: the first projectCreate a Claude Code Mod in TypeScript: three files, local types, loading and validation. A small first project with explicit boundaries and checks.
Install Mods Claude Code: route from marketplace to broom, upload and updateInstall Mods in Claude Code: scope, reloads and updatesInstall Claude Code Mods: choose a marketplace and scope, check loading and update the right copy. Steps and diagnostics without running commands blindly.
Mods Claude: what they are and how they connect to Claude Code's interface, events and toolsMods by Claude: what they are and when they are needed in Claude CodeClaude Mods: what they are, how they change Claude Code and when to use Hooks, Skills or MCP instead. Practical cases, official demos and team limitations.
Claude Code Replay Theater changes: round edit sequence compared with diff and Git statusReplay Theater in Claude Code: review a turn's changesClaude Code Replay Theater: distinguish attempted edits, turn diffs and Git history. The official demo and code review based on real evidence.
Test Claude Code Mod claude plugin test: synthetic events, service stubs and verification on two surfacesTest a Claude Code Mod without login or model callsTest a Claude Code Mod with claude plugin test: events, stubs, clocks and UI actions without login or network, covering success cases, errors and limits.
Claude Code Token Weather context window: absolute percentage and trend of the context per turnToken Weather in Claude Code: read the context windowRead Claude Code's context usage, history and compaction threshold with Token Weather. Understand what the demo measures and why figures differ.
Kimi AI between chats, documents and tools for business workKimi AI: what it is, what it does and when to use itExplore Kimi AI for Italian chat, documents, Excel, slides and research. Compare the app, K3, Code and APIs, with limits and selection criteria.
Kimi AI Global Pricing and Plans to Evaluate SubscriptionIs Kimi AI free? Prices and plans to chooseKimi AI pricing: global USD rates, monthly and annual plans, shared quotas and extra costs. Distinguish membership, Kimi Code and API access.
Kimi AI privacy with distinct paths to business data, apps, and APIsKimi AI and privacy: what to check on company dataKimi AI privacy: app and API policies, training, Singapore and Zero Data Retention. Checks before using business documents and data.
Kimi API and Moonshot connected to enterprise software with token and tool controlKimi API: models, prices and Moonshot integrationKimi API: Moonshot endpoints, current models, tokens, caching and tools. Estimate costs and design a business integration you can control.
Kimi Code working on a repository with code checks and revisionKimi Code: an agent for coding and developmentKimi Code for coding: CLI, VS Code, models and differences from API access. Prepare the repository and verify changes before release.
Kimi K3 between reasoning, context and tools of AI agentsKimi K3: model, reasoning and practical limitsKimi K3: context, thinking, tools and open weights. Distinguish model, app and K3 Cluster to understand how to use it in a verifiable business process.
Perplexity: PDF embedding: Document → Embedding v2 → Index → Search.Perplexity opens multimodal embeddings: search inside PDF pagesPerplexity multimodal PDF embeddings: public weights, page and image search, API rollout and checks for a business archive with sources.
EmbeddingGemma 2: Content → Embedding → Index → Search.EmbeddingGemma 2: Local AI search in business documentsEmbeddingGemma 2 for searching business documents and images: how it works, testing on real hardware, permissions and local search limitations.
ML Drift open source: Model → Runtime ML Drift → Device.ML Drift becomes open source: Local AI on smartphones, browsers, and desktopsGoogle ML Drift becomes standalone open source: runtime versus model, GPU backends, limitations and tests for local AI applications.
News IN October 2026: Mistral Large 4 history, Google Playground, Haiku 5.5 and ChatGPT Intelligent UIAI news, 2–8 October 2026: what changes for SMEsAI news from 2–8 October: Playground, Claude, OpenAI, Google, Make, n8n and other tools. Sources, access and practical SME approaches.
GPT-6 Intelligent UI: Visual comparison of data and interactive controls in ChatGPTGPT-6 and Intelligent UI in ChatGPT: what changes at work?GPT-6 brings Intelligent UI to ChatGPT: visual responses, comparisons and interactive tools. Rollouts, limits and useful tests for Italian SMEs.
Claude Haiku 5.5: routing of business tasks between speed, cost and verificationClaude Haiku 5.5: API prices and when to use it in business processesClaude Haiku 5.5: API costs, token thresholds, and criteria for using it on tickets, documents, and CRM. Practical examples and migration limits.
Google Playground: path from prompt to game, iteration and ZIP export, with initial US access 18+Google Playground: games with AI, access and limits in ItalyGoogle Playground creates games from prompts. Changes since its 7 October 2026 launch: US access, costs, export and practical scenarios for Italian SMEs.
Mistral Large 4: comparison between API preview available and weight release announced by end of October 2026Mistral Large 4: what the preview offers and what to evaluate before using itMistral Large 4 is in public preview: API prices, expected model weights and checks on hosting, documents and data. A practical guide for Italian SMEs.
Claude Opus 5.5: what the new Anthropic model is and what changesClaude Opus 5.5: what it is, what it changes and who it suitsWhat Claude Opus 5.5 is: changes from Opus 5, features, access and use cases. Learn when it makes sense and when a lighter model is enough.
Fast mode by Claude Opus 5.5: what is it and when is it convenientClaude Opus 5.5 fast mode: features, cost and when it makes senseClaude Opus 5.5 fast mode: the same model, text up to 2.5 times faster, at $8 and $40 per million tokens. Learn when the extra cost makes sense.
The Five Levels of Reasoning by Claude Opus 5.5The levels of reasoning of Claude Opus 5.5: what they are and when to raise themClaude Opus 5.5's five reasoning levels: what autonomous reasoning means, when to raise the level and the cost in time and tokens.
Claude has moved on to an earlier model: what the message meansClaude switched to an earlier model: why it happens and what to doFlagged messages in Claude Opus 5.5: why Claude switches to an earlier model, how to return to Opus in the app or Claude Code, and how to avoid it.
Codex with GPT-6 Sol: model selector and reasoning levelsCodex with GPT-6 Sol and Luna: models, reasoning, costs and reviewCodex with GPT-6 Sol and Luna: choose a model and reasoning level, understand catalogue changes, agent caching, cost per task and review.
GPT-6 Sol and Luna, the two new OpenAI models alongside GPT-6 AstraGPT-6 Sol and Luna: what they are, where they are used and what changesGPT-6 Sol and Luna, OpenAI's models from 22 September 2026: uses, access, changes from GPT-5.6 and what the benchmarks show.
GPT-6 Sol and Luna prices per million tokens, with cache, Batch and long contextGPT-6 Sol and Luna pricing: API rates, sample calculations and ChatGPT plansGPT-6 Sol and Luna pricing: API rates for cache, long context, Batch and EU data residency, GPT-5.6 and Astra comparisons, three calculations and ChatGPT plans.
Copilot AI built into Microsoft 365 and Windows: AI assistant inside Word, Excel, Outlook and TeamsCopilot AI: what it is and how to use itWhat Copilot AI is and how to use it: Office and Windows features, product variants, privacy, licences and when it makes sense for a business.
Copilot for business integrated into Microsoft 365: productivity and governance of corporate data permissionsCopilot for companiesCopilot for business: practical use, M365 permission governance, privacy, licences, ROI and adoption. A guide for Italian SMEs and teams.
Copilot for Microsoft 365 working within Word, Excel, PowerPoint, Outlook and TeamsCopilot for Microsoft 365Copilot for Microsoft 365: Word, Excel, PowerPoint, Outlook and Teams features, practical examples, comparison with Gemini and effective business use.
AI Model Selection Hub: Choice Criteria such as Quality, Language, Privacy, and Cost Converging on a DecisionHow to Choose an AI ModelChoose an AI model for your business using quality, Italian language, privacy and cost criteria, with an internal test and a decision matrix.
Best AI for comparison images: Midjourney, OpenAI, Gemini, Firefly, Ideogram and Stable Diffusion with licenses and rights of useBest AI Models for ImagesBest AI image tools for business: Midjourney, OpenAI, Gemini, Firefly, Ideogram and Stable Diffusion assessed for licences, visibility and Italian law.
Best AI for video comparison: scene generators, talking avatars and labial video translation for SMEsBest AI Models for VideoBest AI video tools for SMEs: Runway, Veo, Kling, Pika, Synthesia and HeyGen for scenes, avatars and translation, with rights, consent and deepfake rules.
Schema of local AI models running on a corporate computer: data that stays on-premises without going out to the cloudLocal AI models: when they make senseLocal AI models with Ollama and LM Studio: when they make sense for SMEs, privacy and cost benefits, real limitations and local versus cloud deployment.
Open source AI model schema: downloadable model weights and self-hosting on own serversOpen Source AI Models: Complete GuideWhat open-source AI models are, how they differ from open weights, benefits, limitations, main model families and when they make sense for SMEs.
Perplexity AI for business: research screen with synthetic response and sources cited for business usePerplexity AI for companiesPerplexity AI for business: market research, monitoring and internal knowledge, privacy and data, and when you need a custom RAG system.
Perplexity AI for research: a question that generates an answer with cited and numbered sourcesPerplexity AI to do researchUse Perplexity AI for sourced research: market research, competitor analysis, due diligence and fact-checking. Practical examples and limitations.
Mistral AI scheme: European model with open weights and APIs, Vibe assistant (formerly Le Chat) and data remaining in EuropeMistral AI: What It Is and Why It MattersWhat Mistral AI is: the European model company, open weights versus API access, Vibe (formerly Le Chat), data sovereignty and uses for Italian SMEs.
Best AIs for Programming: Models and Development Tools Compared to Editor, Terminal, and Code PrivacyBest AI Models for ProgrammingBest AI coding tools: compare Copilot, Cursor, Claude Code, Codex and local models on workflow, code data and practical tests.
Best AI for writing in Italian: generalist models, assistants for the office and checkers in comparisonBest AI Models for WritingBest AI for writing in Italian: Claude, ChatGPT, Gemini, Copilot in Word, Notion AI, Jasper and Italian proofreaders, with AI Act rules.
Diagram of how DeepSeek works, the Chinese AI model: input prompt, reasoning, responseDeepSeek: what it is and why it's being talked aboutWhat DeepSeek is: the Chinese AI model known for low costs and reasoning. How it works, privacy and data residency for EU businesses, and when to use it.
XAI's Grok AI screen integrated into the X platform, with a prompt and response based on real-time dataGrok AI: what it is and how it worksWhat Grok AI is and how it works: the X-integrated xAI model, real-time data access, use cases, limits, and when it makes sense for a business.
Meta's Llama AI: the open weight model that runs on-premises on the company's serversLlama AI: what is the open source model of MetaWhat Llama AI is: Meta's open-weight model family, how it works, self-hosting, privacy, costs, licensing and when it makes sense for a business.
Comparison of the best AI models for companies: ChatGPT, Claude, Gemini, Copilot and Mistral on choice criteria for SMEsBest AI Models for CompaniesBest business AI compared: ChatGPT, Claude, Gemini, Copilot and Mistral on SME priorities including privacy, GDPR, integrations and cost.
Comparison of the best AI models for long documents: Claude, Gemini and ChatGPT comparison on context, quotes and privacyBest AI models for long documentsCompare AI models for long documents: context windows, citations, source fidelity and privacy. Claude, Gemini, ChatGPT and when RAG is needed.
Comparison of the best AI tools for research with cited sources: Perplexity, ChatGPT Search, Gemini, Copilot, GrokBest AI Models for ResearchBest AI research tools compared: Perplexity, ChatGPT Search, Gemini, Copilot and Grok. Cited sources, freshness and how to verify results.
Diagram of how Perplexity AI works: question, web search, answer synthesized from cited sourcesPerplexity AI: what it is and how it worksWhat Perplexity AI is: web search and answers with cited sources. Compare it with ChatGPT and Google, explore Pro, limits and business use cases.

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