AI roadmapping + AI engineering

Automate work.
Make better decisions.

We help hospitality and commercial real estate teams put AI and their data to work. Start with a free industry kit, or bring us a project.

Acquisitions · Revenue management · Property operations

Free industry starter kits

Choose your industry.

Each kit includes 3 project blueprints, a scoring worksheet, and a 90-day plan.

One ZIP download. PDF + editable CSV. No email required.

Trusted by operators at

Choose the work you want to improve

Where could AI help your team?

Example project scopes. Each needs the right data, system access, and human review before rollout.

Inside the free kits

A practical first project.
A plan for putting it to work.

Compare the sample workflows, score the options for your team, and scope a small pilot. Both kits are ready to download.

Hospitality kit cover

6-page PDF + worksheet

Hospitality

For hotel owners, operators, and management teams

Download the hospitality kit ↓

Guest-message triage

Draft replies from approved policies and route exceptions to the front desk.

Daily operations brief

Turn handover notes and maintenance updates into a morning action list.

Review intelligence

Group guest feedback by theme and give department owners an action queue.

Illustrative scopes. Feasibility depends on your data, systems, and review process.

Commercial real estate kit cover

6-page PDF + worksheet

Commercial real estate

For investors, asset managers, and property teams

Download the CRE kit ↓

Rent-roll quality check

Normalize fields, flag missing values, and reconcile totals for analyst review.

Lease abstract review

Extract key terms with page references and flag exceptions for review.

Property reporting

Draft updates from approved operating data with sources and an exception list.

Illustrative scopes. Feasibility depends on your data, systems, and review process.

Have a workflow in mind? Discuss its scope, data, and next step.

Book a 30-minute workflow review →

Two ways we help

A plan you can use.
Systems your team can run.

01 / Decide

AI roadmapping

For teams asking where to start. We review your workflows, data, and tools, then prioritize projects by value, effort, and risk.

  • — Workflow audit and opportunity shortlist
  • — First-pilot scope, success measures, and budget assumptions
  • — 90-day plan with owners and decision points
  • — Data access, governance, and training requirements

You leave knowing what to build, why, and what it will take.

02 / Build

AI engineering

For teams ready to implement. We build AI workflows around your operations—from document processing and reporting to forecasting and decision support.

  • — Custom automations and system integrations
  • — Testing against real examples and edge cases
  • — Human review, permissions, and error handling
  • — Team training, runbooks, and agreed support

Your team gets a working system and knows how to operate it.

Book a workflow review →

Talk directly with the builder

Bring a workflow or decision.
Let’s find your next step.

In a 30-minute call, we’ll discuss the work or decision you want to improve, the data available, and whether a roadmap or an engineering project makes sense.

Book a workflow review →
Zanir Habib, founder of Ferociter

Zanir Habib

Founder · Ferociter

I run every roadmap call myself. You’ll talk to the person who’ll do the work.