Gen AI & Automation

AI strategy through to production -- built inside your existing CRM

From AI readiness assessment to deployed, production-grade AI. Predictive scoring, intelligent chatbots, RPA workflows, and automation built directly into your CRM stack -- no rip and replace.

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Overview

Why most Gen AI & Automation projects fail

Most AI projects fail because they are built outside the systems your team already uses. We build AI directly inside your CRM -- Salesforce Einstein, HubSpot AI, Azure AI, or custom models. The result is AI that your sales, marketing, and service teams actually adopt because it lives where they already work.

12

Automation checkpoints

30

Day AI readiness plan

5

Conversion metrics mapped

0

Platform replacement required

Executive decision guide

Questions leaders ask before approving a Gen AI & Automation project

Built for CEOs, CROs, COOs, RevOps leaders, CRM directors and marketing operations heads who need to connect technology work to revenue visibility, operational control and adoption.

Why is this a leadership problem, not just a tool problem?

CRM, data and automation issues affect forecasting, customer visibility, sales productivity, marketing ROI and executive confidence. That makes them business operating problems, not only technical tasks.

  • Leadership cannot trust reports
  • Teams create manual workarounds
  • Revenue leakage is hidden inside process and data gaps

What risks should executives look for?

The biggest risks are poor data ownership, unclear process design, weak adoption, disconnected systems and reporting that looks polished but cannot be trusted.

  • Your sales team scores leads manually using gut feel
  • Your team processes documents manually every single day
  • Workflows exist in the CRM but nobody maintains them

When should leadership intervene?

Leadership should intervene when CRM work keeps expanding without a clear operating model, business owner, roadmap or measurable adoption plan.

  • The project has no single process owner
  • Scope is growing but business value is unclear
  • Users are avoiding the system or duplicating work

What should the first 30 days produce?

The first 30 days should produce a clear current-state view, a prioritised issue map and an implementation roadmap tied to commercial outcomes.

  • Audit current systems, reports and workflows
  • Map process, data and ownership gaps
  • Prioritise fixes by revenue impact and delivery effort

How should success be judged?

Success should be judged by cleaner decision-making, better adoption, trusted reporting, reduced manual work and a CRM/data model the business can scale.

  • Fewer spreadsheet-based decisions
  • Cleaner handoffs between teams
  • Reports that leadership uses without manual cleanup

What does Celumai need before recommending a plan?

Celumai needs the business goal, current systems, known pain points, stakeholder ownership and decision timeline.

  • Current CRM, data and automation stack
  • Leadership goals and pain points
  • Timeline, budget stage and internal owners

Use these answers to decide whether this page matches your current CRM problem. If it does, ask Celumai for a focused audit and implementation plan.

Start a Gen AI & Automation project →

Sound familiar?

Problems we fix
in this practice

Your sales team scores leads manually using gut feel
01 — Your sales team scores leads manually using gut feel

Your sales team scores leads manually using gut feel

Reps spend 2 hours per day deciding which leads to call. We build predictive scoring models trained on your historical data -- right inside Salesforce or HubSpot.

Your team processes documents manually every single day
02 — Your team processes documents manually every single day

Your team processes documents manually every single day

Contracts, purchase orders, support tickets, invoices -- all manually read and data-entered. We build intelligent document processing that extracts and routes data automatically.

Workflows exist in the CRM but nobody maintains them
03 — Workflows exist in the CRM but nobody maintains them

Workflows exist in the CRM but nobody maintains them

Broken automations, outdated sequences, orphaned workflows. We audit, rebuild, and automate -- then document everything so your team can maintain it.

Our process

How we deliver Gen AI & Automation

Every project follows this process. You have full visibility at every step -- weekly demos, documented decisions, and no surprises at go-live.

Start your project
01

AI readiness assessment

We assess your data quality, platform setup, and team capability. Most AI projects fail due to bad data -- we fix that first.

02

Use case selection

We identify the 2-3 AI use cases with the highest ROI and fastest time to value for your specific business and CRM setup.

03

Proof of concept

We build a working proof of concept in 2-3 weeks so you can see the AI working on real data before committing to full deployment.

04

Model training & validation

We train the model on your historical data, validate accuracy, and tune it until performance meets agreed benchmarks.

05

Production deployment

The model goes live inside your CRM. Your team uses it in their existing workflows -- no new tools, no new logins.

06

Monitoring & improvement

We monitor model performance, retrain on new data, and improve accuracy over the first 90 days until it is stable and self-sustaining.

AI Readiness Assessment

Free resource

AI Readiness Assessment -- get it free

Self-scoring worksheet that shows your AI readiness score and the 3 things blocking your first AI deployment.

Worksheet * Excel + PDF * Free

Platforms & partners

Salesforce Einstein HubSpot AI Azure AI OpenAI MuleSoft Power Automate

FAQ

Your Gen AI & Automation questions, answered

What clients say

From teams who have been through this

The AI automation Celumai built has transformed how our admin team works. What used to take 3 hours per day now takes 20 minutes. The ROI was visible in the first month.

O

Operations Director

Multi-city Healthcare Chain

Predictive lead scoring increased our sales team's connect rate by 41% in the first 60 days. The model keeps getting smarter every week.

H

Head of Revenue

B2B SaaS Platform

Ready to start?

Start your AI project

Tell us where you want AI to work in your CRM. We will tell you what is realistic and what the ROI looks like.

v We respond within 1 business day
v Free initial assessment -- no commitment
v Fixed-price options available for defined scopes
v All data handled under strict NDA from day one
v Milestone-led delivery with clear scope governance

We respond within 1 business day. No spam, no cold calls.