What is AI automated reporting and how does it differ from a dashboard?

AI automated reporting is a system that ingests data from multiple sources (GA4, Ads, CRM) and generates executive narrative with analysis, context, anomalies and recommendations. Unlike a static dashboard, it translates numbers into actionable story: «pipeline grew 22% but cost-per-SQL rose 18% due to the new Meta campaign». Ready for C-suite without manual interpretation.

How long does deployment take?

Full deployment takes 30 days . It includes discovery with CMO/CRO (1 wk), source connection and metric mapping (1 wk), AI training on your business narrative (1 wk) and validation with the first 4 reports (1 wk). From week 5 automatic weekly or monthly deliveries depending on your cadence.

Which data sources can it integrate?

Native connectors for GA4, Google Ads, Meta Ads, LinkedIn Ads, TikTok Ads, HubSpot, Salesforce, Pipedrive, Stripe, Shopify, Mixpanel and Amplitude . For additional sources (own data warehouse, ERP, vertical tools) we use middleware via Fivetran, Stitch or custom API connectors.

How is data accuracy ensured in the narrative?

Three layers: (1) auditable data layer before generating narrative (cross-source validation, gap alerts), (2) inline citation of each number (which query, which source, which date) and (3) automatic QA that detects inconsistencies between paragraphs. The AI never invents data: if a metric is missing, it states so explicitly.

What real savings does it deliver for a leadership team?

Average savings are 4-8 hours per week per executive currently spent compiling data and building reports. For teams of 3-5 leaders that adds up to 15-40h/week recovered. Plus faster decisions: the report lands at 8:00 Monday with anomalies detected, not at 17:00 Friday when there is no time to react.

Can we personalise narrative by audience (CEO vs CRO)?

Yes. Each audience receives its own report profile : the CEO sees top-3 strategic narrative (pipeline, runway, momentum), the CMO sees attribution and CAC by channel, the CRO sees velocity and win rate by segment, the Board sees a 1-page executive summary with KPI vs target. Same data, different lens.

Is it GDPR-compliant and how is sensitive data managed?

Yes. GDPR compliant . Data is processed on European infrastructure, with in-transit and at-rest encryption, configurable retention and right to erasure. PII and sensitive financial data are redacted before sending to the LLM. For regulated sectors (health, finance) we deploy in client VPC with self-hosted LLMs.

Where is the report delivered?

Multi-channel: executive Slack channel, formatted HTML email, updated Notion page, Board PDF and Drive/Confluence archive . Configurable cadence (daily, weekly, monthly, on-event) and triggers for anomalies (e.g. CTR drop >20% → instant alert).

Packaged AI product · 30-day delivery

Dashboards with executive narrative. Monday 9:00.

A system that connects your analytics stack (GA4, HubSpot, Salesforce, Looker) and generates a weekly executive report with narrative: what's working, what's not, three recommended decisions with quantified impact. Delivered by email or Slack every Monday at 9:00. Handoff in 30 days.

Hire · 2,800 € →See how it works

2,800€

Fixed price · one-off payment

30d

Delivery · fixed timeline

Executive page per week

24/7

Coverage without shifts

In brief

What is AI Reporting with executive narrative?

AI Reporting is a system that connects your analytics stack (GA4, HubSpot, Salesforce, Looker) and generates every Monday at 9:00 a 1-page executive report with AI narrative: what's working, what's not, and 3 recommended decisions with quantified impact. Delivered by email or Slack. Replaces dashboards with 50 KPIs that nobody reads.

cronuts.digital delivers it for 2,800 € one-off payment, 30 days: stack connection, prompt engineering, narrative template, alert setup + training. Handoff to your team. Ideal for executive committees that want decisions, not columns. Optional maintenance 300 €/month includes prompt tuning and adaptation to new KPIs.

B2B companies with a cronuts AI agent in production

The executive committee opens PDFs with 50 KPIs and makes no decisions. AI Reporting delivers one page with 3 prioritized decisions.

Get started with AI Reporting · 2,800€ →

What it does · agent capabilities

Six capabilities. Everything included in the fixed price.

This is not a rules-based chatbot. It's an AI agent with RAG over your knowledge, real actions in your CRM, and human escalation when needed. Live from day 30.

Conversational · multi-channel

Email · WhatsApp · web chat

A single agent that responds across all conversational channels. Shared context between sessions. Tone calibrated to your brand voice. Never the robotic "I'm an AI".

Included

Private RAG

Your company's knowledge

We ingest your manuals, FAQs, contracts, internal wiki, historical tickets. The agent answers citing the source. Automatic updates when you change docs.

Included

CRM actions

Executes tasks, not just replies

Creates tickets in HubSpot, schedules meetings in Calendly, updates deals in Pipedrive, sends DocuSign. Configurable to your sales workflow.

Included

Intelligent escalation

Human handoff without friction

When a case is complex or sensitive, the agent routes to the right human with full context. Config by SLA, topic, sentiment or explicit user request.

Included

Guardrails · compliance

GDPR + brand safety

Topic filters, prompt injection prevention, auditable logs, consent tracking. Prohibited phrases per your brand. Data hosted in the EU if required.

Included

Analytics · continuous improvement

Operational dashboard

Resolved tickets, average time, escalation rate, emerging topics, CSAT. Integrated with your Digital Hub if you have a retainer. Monthly review with your CSM.

Included

Tech stack · integrations

Integrated with your current stack. No lock-in.

We use OpenAI, Anthropic or open-source models depending on the case. RAG over your private KB with pgvector or Weaviate embeddings. Native connectors to the most common CRMs and conversational channels. On-premise infra if your compliance requires it.

LLM: OpenAI GPT-4o · Anthropic Claude Sonnet · open-source (Llama, Mistral) per case
Vector DB: pgvector (PostgreSQL) or Weaviate · full data ownership
Channels: WhatsApp Business API · Gmail / Outlook · Intercom · custom web chat
CRMs: HubSpot · Pipedrive · Salesforce · Holded · custom via REST
Orchestration: n8n / Make · observability with LangSmith / PostHog
Infra: EU cloud (AWS Frankfurt / GCP Madrid) or on-premise for regulated industries

6 native integrations

01
WhatsApp Business API
Official · approved templates · webhooks
Channel
02
Gmail / Outlook / IMAP
Automatic triage · assisted draft · approved send
Channel
03
Embedded web chat
Configurable widget · iframe or custom theme
Channel
04
HubSpot · Pipedrive · Salesforce
Create tickets · update deals · fetch context
CRM
05
Private RAG · own KB
pgvector / Weaviate · automatic doc sync
Knowledge
06
Digital Hub · analytics
Tickets · SLAs · sentiment · CSAT in real time
Analytics

See how it integrates with your retainer →

Fixed price · 2,400 €

One-off payment. 30-day delivery. Operational handoff with SOPs. No mandatory retainer. Optional maintenance from 300 €/month.

How it's deployed

30 days. Agent in production. Your team operating it.

Fixed timeline. Kickoff week 1. Training + integration weeks 2–3. Go-live + handoff week 4. SOPs and team training included.

Week 01 · Discovery

KB + workflows + guardrails

We inventory your knowledge base (FAQs, manuals, historical tickets). We map critical workflows and escalations. We define brand guardrails and compliance. Infra setup (EU cloud or on-premise).

Days 1–7Kickoff included

Week 02-03 · Build

RAG + connectors + tests

KB ingestion into vector DB. Channel integration (WhatsApp, email, chat) and CRM. Prompt engineering with brand voice. Test suite with 200+ real cases. Iteration with your team.

Days 8–21Weekly demo

Week 04 · Go-live + handoff

Production + training

Gradual deploy (10% → 50% → 100% of traffic in 5 days). 2 h team training. Documented SOPs (update KB, adjust guardrails, review escalations). Operational dashboard live.

Days 22–30Operational handoff

Real cases · verifiable numbers

AI agents with operational impact.

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Education · 12 months

68% auto

German School: AI agent resolved 68% of admissions queries. 124 qualified leads without a human.

AI AgentWhatsAppBrevo

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Case Eninter — AI agent technical support

B2B Industrial · 9 months

24/7 coverage

Eninter: AI agent handles 72% of maintenance queries without a night shift.

AI AgentHubSpot

View case →

Case Proddigia — AI agent real estate lead qualifier

Real estate · 6 months

+400 /mo

Proddigia: AI agent qualifies real estate leads 24/7 with CPL 32.60 €.

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View all cases 32 published cases

AI agent truths 2026

Six things chatbot companies don't tell you.

62% of B2B tickets are repetitive questions. Paying for human support to handle them burns margin.

Rules-based chatbot ≠ AI agent. Without RAG + LLM, the bot breaks on the third question.

Agent without guardrails = risk. Prompt injection, GDPR leaks, brand accidents. We include control.

Without human handoff, the customer gets stuck. Intelligent escalation by sentiment and complexity.

An agent that only "replies" isn't enough. Executing CRM actions is what changes operations.

Open-ended AI projects without delivery = black hole. We productize: 30 days, fixed price.

Verified reviews · B2B executive committees

Executive decisions with AI narrative every Monday.

★★★★★ 4.9 / 5 · +34 verified reviews

View all on Google →

Frequently asked questions

What COOs and Customer Success ask us before signing.

What's included exactly for 2,400 €?

One-off payment, 30-day delivery. Includes: kickoff + discovery, KB ingestion into RAG, 2-channel integration (WhatsApp/email/chat) + 1 CRM, prompt engineering with brand voice, GDPR guardrails, 200+ case test suite, gradual deploy, 2 h team training, documented SOPs, operational dashboard. Not included: additional channels (400 € each), ongoing maintenance (optional 300 €/month).

What if we use up the 30 days and it's not ready?

We extend at no extra cost until go-live. The commitment is agent in production within 30 days, not "start billing on day 30". If there are client-side blockers (KB unavailable, late sign-off), the timer pauses and resumes when resolved. Transparent and written into the contract.

Is maintenance mandatory?

No. The product is delivered with SOPs so your team can operate it. If you prefer to outsource, optional maintenance from 300 €/month includes: SLA monitoring, monthly KB update, prompt adjustments, incident response < 4 h, quarterly CSAT review. Ideal if you don't have an internal AI team.

Which LLM do you use? Does my data go to OpenAI?

It depends on the case. Default: OpenAI GPT-4o with EU data-processing contract + zero data retention. Alternatives: Anthropic Claude (Frankfurt region), Azure OpenAI (EU residency), open-source self-hosted (Llama, Mistral) on private cloud if your compliance is strict. Your KB never leaves the agreed perimeter. DPA signed before kickoff.

What happens if the agent gives a wrong answer?

Multi-layer guardrails: (1) topic filters and prohibited phrases, (2) RAG forces citing KB source, (3) confidence threshold — if the answer isn't safe it escalates to a human, (4) auditable logs for every interaction. During the first 14 days of go-live we review daily samples and adjust. Continuous improvement if you keep maintenance.

What company size is a good fit?

B2B between 500K€ and 100M€ with at least 100 support tickets/month or 50 commercial queries/month. Common sectors: SaaS, industrial (elevators, machinery), education, legal tech, health, fintech. If your volume is < 50 interactions/month it's not cost-effective. If it's > 5,000/month we'll propose a custom Scale plan with swarm agents.

Can I add more AI products later?

Yes, it's designed to combine. A common pairing is Support Agent + Lead scoring (the agent qualifies, the scoring prioritizes). Or + expanded private RAG if your KB grows. Bundle -10% on the second product contracted within 90 days. All products share infrastructure (no double setup fee).

How do I pay? Is there a bundle discount?

50% at kickoff + 50% at go-live. Invoice + VAT. Payment by SEPA transfer or card. Bundle discount: -10% if you contract a second AI product within 90 days. -10% if you already have a Grow or Scale retainer. Stackable with other discounts up to -15% maximum.

Hire · 2,800€ · 30-day delivery

AI Reporting live in 30 days.

Fixed price. Scope written in contract. EU or on-premise infra. Operational handoff with SOPs to your team. Integration to 2 channels + 1 CRM included. Payment 50% kickoff + 50% go-live.

30-day delivery commitment or we extend at no cost. Payment 50% kickoff + 50% go-live.