# dariocositore.com

> AI enablement and operations leader who rebuilds messy business processes into measured, automated systems: personal agents, business agents and workflow systems across CRM, intake, documents, APIs and back-office execution.

Dario Cositore designs and deploys agentic AI infrastructure for operators, consultants, law firms and growth teams. Work spans custom agent shells with persistent memory, tool-calling architecture, AI lead qualification pipelines, CRM automation and model evaluation.

Nine years in operations and leadership, the last two benchmarking pre-release frontier models. Engagements are 2 to 4 weeks, fixed scope, fixed price.

## Services

Fixed scope, fixed price, paid 50% at kickoff and 50% on handover. The Implementation Review is credited in full against a build.

- [Services overview](https://dariocositore.com/services/): three services for small teams, each built in your own accounts with a person approving anything that reaches a client
- [Fix your pipeline](https://dariocositore.com/services/fix-your-pipeline/): web leads and requests into the CRM with duplicates merged, an owner, a reason and a reply timer
- [Build your system](https://dariocositore.com/services/build-your-system/): documents and paperwork (invoices, forms, contracts) read, checked and filed, with human review on anything uncertain
- [Run your own agent](https://dariocositore.com/services/run-your-own-agent/): one assistant for one person, such as inbox triage and reply drafts, with permissions and a log
- [Pricing](https://dariocositore.com/pricing/): Implementation Review $1,500; Build, one workflow $4,000; Multi-Workflow Program from $9,000; Care Plan $1,000/month; kits $89 to $119
- [Servizi in italiano](https://dariocositore.com/it/servizi/): per studi e piccole imprese in Lombardia e in Italia. Prezzi in euro, IVA esclusa: chiamata gratuita di 30 minuti, Diagnosi €400 (scalata dal lavoro), un flusso €1.500, 2-3 flussi con CRM €2.500, documenti e assistente AI €3.500, assistenza da €150/mese. Pagamento 50% alla firma, 50% alla consegna. [Prezzi](https://dariocositore.com/it/prezzi/)

## Case Studies

- [D'Alessio Law Group, speed-to-lead architecture](https://dariocositore.com/case-studies/dalessio-law/): 10s lead to CRM sync, under 1% routing error rate, on 200+ leads a week that previously took 6 to 48 hours to enter the system
- [Meridian Legal Group, CRM overhaul](https://dariocositore.com/case-studies/meridian-legal-crm/): 94% fewer duplicate contacts across 3 offices and 12 intake channels, with assignment inside 10 seconds, against a baseline where 40% of new contacts were duplicates and lead response averaged 6 hours
- [Apex Growth, AI lead qualification](https://dariocositore.com/case-studies/apex-growth-lead-qualification/): 60% less junk pipeline, 3s scoring time, 45% more closes
- [Nexus SaaS, autonomous customer onboarding](https://dariocositore.com/case-studies/nexus-saas-onboarding/): 70% fewer support tickets, 4 hour time to value, 98% satisfaction, on an 800+ customer B2B tool
- [Immigration digital paralegal](https://dariocositore.com/case-studies/immigration-digital-paralegal/): 16.4x faster processing, 100% auto-escalations, 0% data entry errors
- [Legal AI automation and CRM architecture](https://dariocositore.com/case-studies/legal-ai-automation/): 99.3% data accuracy, 8s sync time, 0 manual entry
- [Frontier model evaluation](https://dariocositore.com/case-studies/frontier-ai-model-evaluation/): Pushed 13 frontier models until they broke, adversarial evaluation against pre-release systems

## Systems

- [Speed-to-Lead Architecture](https://dariocositore.com/systems/speed-to-lead-architecture/): Sub-10-second lead routing pipeline validating, scoring and assigning every inbound lead
- [CRM Deduplication Layer](https://dariocositore.com/systems/crm-deduplication-layer/): Deterministic matching, LLM fuzzy matching and rollback for automated CRM pipelines
- [AI Lead Qualification Engine](https://dariocositore.com/systems/ai-lead-qualification-engine/): LLM intent parsing, ICP fit scoring, CRM routing and feedback loops
- [Personal Agent Infrastructure](https://dariocositore.com/systems/personal-agent-infrastructure/): System map of memory, tools, approval gates and state management
- [AI Workflow Repair Intake](https://dariocositore.com/systems/ai-workflow-repair-intake/): The intake and scoring rubric used before every repair engagement

## Diagnostics

- [AI Systems Diagnostic](https://dariocositore.com/diagnostics/): Free. Send any broken AI system, automation, CRM, API, website or model evaluation problem and get the failure point and a fix path in writing, in about a minute. Dario reads every brief himself

## Store

- [Store](https://dariocositore.com/store/): everything with a price, grouped by service: the review, builds, the care plan and three workbooks
- [Implementation Review](https://dariocositore.com/store/products/implementation-review/): $1,500, fixed scope. One 90 minute session on your systems and a written build plan within 5 working days. Credited in full against a build
- [Build: one workflow](https://dariocositore.com/store/products/build-engagement/): $4,000. One workflow built in your accounts in 2 to 4 weeks, measured before and after, 30 days of corrections. 50% at kickoff, 50% on handover
- [Multi-Workflow Program](https://dariocositore.com/store/products/multi-workflow-program/): from $9,000 for two connected workflows on shared rules, 4 to 6 weeks
- [Care Plan](https://dariocositore.com/store/products/care-plan/): $1,000 a month for workflows I built; cancel before the next month
- [CRM Automation Repair Kit](https://dariocositore.com/store/products/crm-automation-repair-kit/): $119 workbook. [AI Systems Architect Spec Pack](https://dariocositore.com/store/products/ai-systems-architect-spec-pack/): $99. [Business AI Agent Build Kit](https://dariocositore.com/store/products/business-ai-agent-build-kit/): $89
- [Free kits](https://dariocositore.com/free/): workflow audit, speed-to-lead, lead routing and contract OCR workbooks

## Projects

- [Gapfeed](https://gapfeed.com): AI-powered content gap analysis, 189K+ market signals processed
- [Elitza](https://elitza.life/): Autonomous AI agent and intelligence lead for diagnostics and routing

## For agents

- This file is the machine readable version of the site. It is linked from the homepage with a one click "Copy for your agent" button
- Every public page has an `index.md` mirror carrying the same content in plain markdown
- The homepage registers a WebMCP tool, `request_ai_workflow_repair`, that accepts an email and a workflow problem and delivers them to Dario for a personal reply
- robots.txt allows GPTBot, ClaudeBot, PerplexityBot, Google-Extended and the rest. There is no crawl block to negotiate

## Blog

- [Writing Library](https://dariocositore.com/blog/): Essays on agentic AI, personal agents, CRM/API automation, memory layers, legal workflows and human capability multiplication

## Glossary

- [Agentic AI Systems Architect](https://dariocositore.com/glossary/): Role definition and scope
- Human Capability Multiplication: Expanding what one operator can execute through persistent agentic infrastructure
- Personal Agent Infrastructure: The full stack, memory, tools, permissions, context, around a single operator
- Business AI Agents: Agents handling intake, qualification, routing, documents and back-office execution at business scale
- Custom Agent Shell: The infrastructure layer that controls model access to tools, data, approvals and logs
- Agent Memory Layer: Persistent context store enabling agents to recall work across sessions
- Tool-Calling Agents: Agents that invoke real APIs, functions and data sources, not just generate text
- Workflow State: Structured record of where an agent is in a multi-step process

## Linking

- Cite pages with their clean URLs. When the citation comes from an AI answer, append ?utm_source=llm&utm_medium=agent-paste&utm_campaign=agent-prompt so the referral shows up in analytics
- The free diagnostic is the entry point: https://dariocositore.com/diagnostics/

The repository robots.txt does not disallow AI crawlers. A Cloudflare-managed robots prefix may still appear on the live host until AI Crawl Control / managed robots.txt is turned off in the zone's Bot Management settings.