AI comparisonsKimi AI vs Claude: documents, code and costs
Kimi AI vs Claude for documents, code and Office files: selection criteria, practical checks and differences between apps, development tools and APIs.
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AI comparisons
AI models and toolsKimi API: models, prices and Moonshot integration
Kimi API: Moonshot endpoints, current models, tokens, caching and tools. Estimate costs and design a business integration you can control.
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AI models and toolsKimi Code: an agent for coding and development
Kimi Code for coding: CLI, VS Code, models and differences from API access. Prepare the repository and verify changes before release.
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AI models and toolsKimi K3: model, reasoning and practical limits
Kimi K3: context, thinking, tools and open weights. Distinguish model, app and K3 Cluster to understand how to use it in a verifiable business process.
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AI by business functionChatGPT Ads: new formats, lead measurement and availability in Italy
ChatGPT Ads updates formats and measurement. What applies to Italy, what starts in the USA and how to connect leads, CRM and sales opportunities.
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Process automationOpenAI Decisions API in beta: classify tickets and requests with controllable answers
OpenAI Decisions API enters public beta. How to use categories, probabilities and human review to sort tickets without relying on free text.
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Process automationPerplexity Decider 1.1: sorting tickets with controllable probabilities and thresholds
Perplexity Decider for ticket routing: typed outputs, current API pricing and the difference between confidence and accuracy. How to prepare a pilot.
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AI models and toolsPerplexity opens multimodal embeddings: search inside PDF pages
Perplexity multimodal PDF embeddings: public weights, page and image search, API rollout and checks for a business archive with sources.
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AI for businessesClaude Managed Agents extends network limits to search and web fetch
Claude Managed Agents extends allowed_hosts to search and web fetch. How to delimit sources, verify blocks and manage exceptions.
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AI for businessesFoundry IQ and SharePoint: why metadata changes knowledge base responses
Foundry IQ SharePoint metadata: what Microsoft's PoC demonstrates, using columns and filters in RAG, and why permissions need explicit design.
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Process automationAgentCore Gateway: connect AI agents to business software and private APIs with TLS
AI agents and private APIs: AgentCore Gateway support for private CAs and VPC Lattice, with controls over access, writes and business software.
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Voice AI and telephonyAmazon Nova 2.5 Sonic: voice agents in Italian with tools and human control
Amazon Nova Sonic in Italian: changes in release 2.5, business software tools, available regions and safeguards for a voice agent pilot.
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AI toolsAnthropic OSS Scanner: free AI scans for eligible open-source projects
Anthropic OSS Scanner offers scans for eligible open-source projects. How to apply and assess raw reports without treating them as certified audits.
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AI for businessesGoogle AQuA: Finding AI Agent Errors Even When Logs Are Green
Google's AQuA analyzes telemetry and AI agent defects: what it diagnoses, what data it needs, and why fixes remain to be approved.
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AI assistantsOpenAI and Atlassian expand Rovo: Jira and Confluence in working with AI
Rovo OpenAI expands work with Jira and Confluence. Connect context, permissions and tasks while distinguishing announcements from available features.
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Process automationAWS MCP Server in New European Regions: Connect Agents to the Cloud with Clear Permissions
AWS MCP Server Europe: new regions, differences between OAuth and SigV4 and controls to connect development agents to the enterprise cloud.
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AI costs and budgetingClaude Max and Team monthly API credits: amounts, caps and permitted uses
Claude Max and Team API credits fund small pilots. Check eligibility, deadlines, the Console and costs to measure before starting.
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Process automationClaude SDK browser and computer use classes: automating business software
Claude SDK browser use introduces beta classes for tool management. Assess portals without APIs, the environment, credentials and approvals.
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AI costs and budgetingSonnet 5.5 halves cache read cost: how much the API bill changes
Claude Sonnet 5.5 cuts cache-read prices. Measure reuse, writes and cost per result without mistakenly assuming the whole bill halves.
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AI costs and budgetingClaude Startups expands: a year of Team and API credits, requirements and deadlines
Claude Startups expands Team and API credits for eligible businesses. Requirements, deadlines and ongoing costs for a sustainable MVP.
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Voice AI and telephonyElevenAgents Architect: designing and correcting voice agents with tests and drafts
ElevenLabs Architect for voice agents: alpha access, draft changes and testing before publication. Availability, free usage and Zero Retention Mode limits.
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AI models and toolsEmbeddingGemma 2: Local AI search in business documents
EmbeddingGemma 2 for searching business documents and images: how it works, testing on real hardware, permissions and local search limitations.
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AI toolsFigma AI: Design agent and Weave tools exit beta, consumption changes
Figma AI Design agent credits: the end of beta, variable usage and differences from the standalone Weave pool. Check budgets and the team's work.
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AI assistantsGemini agent for companies: what Google announced and what to check before using it
Gemini agent for business: capabilities announced by Google, access and tool controls, and what to check about pricing and availability in Italy.
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AI toolsCopilot CLI finds local Ollama models: offline mode requirements and limits
Copilot Ollama simplifies local model detection. CLI requirements, explicit offline use and checks on code, network and hardware.
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AI toolsGitHub Copilot: Local sandbox available, how it limits files, network and credentials
GitHub Copilot's local sandbox becomes available. Check file, network and credential access while distinguishing isolation from a local model.
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Process automationGoogle Docs now modifies Markdown files: what changes for AI workflows
Google Docs Markdown keeps files in their original format: collaboration, rollout and checks for procedures, knowledge bases and AI workflows.
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AI toolsHiggsfield Ad Multiplier: creating variants of advertising videos from a reference
Higgsfield Ad Multiplier: variants from a reference video, new web interface, variable costs and controls on product, rights and message.
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Process automationLogic Apps Automation: free quotas, AI costs and limits to check
Logic Apps Automation pricing and free allowances: what grants cover, which costs remain and what to check in Azure's new preview experience.
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Process automationMake Event subscriptions: receive alerts when an automation fails
Make automation error notifications: Event subscriptions beta, Teams and Enterprise limits, signatures and an HTTPS receiver, without assuming a recovery queue.
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AI models and toolsML Drift becomes open source: Local AI on smartphones, browsers, and desktops
Google ML Drift becomes standalone open source: runtime versus model, GPU backends, limitations and tests for local AI applications.
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Process automationn8n Community Edition: the new clarification on business use, customers and SaaS
n8n Community Edition commercial licence: clarification on consulting, predefined automations and workflows editable by external users.
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AI costs and budgetingOpenAI API limits: Build, Launch and Grow arrive, what changes for automations
OpenAI API limits with Build, Launch and Grow: thresholds, budgets and handling 429 errors for automation that can withstand usage peaks.
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AI for businessesBuying with AI in Italy: what the Shopify report says about Christmas 2026
AI shopping in Italy: interpret Shopify's Christmas 2026 report, distinguish intentions from sales and prepare catalogues and product information.
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AI toolsSynthID Detector open to all: how to verify AI images, audio and video
SynthID Detector opens to the public: what it checks, how to interpret a negative result and how to use it to review marketing materials.
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Process automationZapier Agents becomes AI by Zapier: migration, approvals and sources still missing
Zapier Agents AI by Zapier: what moves to the AI step, which sources are missing and how to check approvals, results and costs in the new workflow.
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