Stop playing with AI and start leveraging it.
Citadel AI Consulting helps companies find the work AI should do, build it properly, and get their teams actually using it. Strategy through deployment, run by people who ship software for a living.
The systems you already run
The layer we build
Same tools. Less copy-paste.
Nothing ripped out and replaced.
Most companies are experimenting with AI. Far fewer are getting anything back.
The technology is rarely the reason a program fails. These three are.
Pilots that never ship
A promising demo, an excited exec, and then nothing. The gap between a working prototype and something your team relies on daily is where most programs stall.
Tools nobody adopts
Licenses bought, seats assigned, usage flat. Without workflow changes and real training, a subscription is just a line item.
No way to tell if it worked
If you cannot measure the before, you cannot defend the after. Most AI spend gets renewed on vibes, or cut on them.
Six ways we help — take what you need.
Engagements are assembled from these. Some clients want the whole path from strategy to handover; plenty just want one thing built properly.
AI Strategy & Roadmap
Find the work AI should actually do in your business — and the work it shouldn't. You leave with a sequenced plan, not a list of possibilities.
- Process audit across your teams
- Use cases scored by value and effort
- Build-vs-buy call on each one
- A roadmap with owners and dates
Custom AI Builds
Assistants, agents, and internal tools built on your data and your workflows — shipped to production, not left in a notebook.
- Retrieval over your own documents
- Agents that take real actions in your stack
- Human review built into the loop
- Evaluation harness so quality is measurable
Workflow Automation
Wire AI into the processes you already run. The goal is fewer handoffs and less copy-paste, not another tab for your team to check.
- Intake, triage, and routing
- Document and form processing
- Drafting and summarisation at the point of work
- Integration with your CRM, helpdesk, and email
Data Foundations
Most stalled AI projects are data problems wearing a trench coat. We get your information clean, connected, and retrievable first.
- Source inventory and access mapping
- Cleanup, structuring, and deduplication
- Search and retrieval infrastructure
- Pipelines that keep it current
Team Enablement
Adoption is where most AI programs quietly die. We train your people on the tools they actually have, in the work they actually do.
- Role-specific training sessions
- Prompt and workflow playbooks
- Internal champion coaching
- Documentation your team will reread
Governance & Risk
Put guardrails in before you scale, not after an incident. Clear policy on what AI may touch, who approves what, and how it is logged.
- Acceptable-use policy for your teams
- Data handling and retention rules
- Access control and audit logging
- Review process for high-stakes output
Not sure which of these you need? That is what the discovery call is for →
Narrow, shipped, handed over.
No twelve-week discovery phase that ends in a slide deck. You should see something working inside the first month.
Week 1
Discovery
A working session with the people who do the work. We map your processes, find where time actually goes, and pick the targets worth building.
Weeks 2–8
Build
We scope one thing narrow enough to finish and useful enough to matter, then put it in production with your team using it for real.
Ongoing
Scale & hand over
Roll out what worked, train the wider team, and transfer ownership. You should not need us on retainer to keep the lights on.
Where it tends to pay off first.
High-volume, rule-shaped, well-documented work. If your team does it fifty times a week and complains about it, it is usually a good candidate.
Sales
- Account research before calls
- First-draft proposals and quotes
- CRM notes written from transcripts
Customer Support
- Drafted replies from your own docs
- Ticket triage and routing
- Answers surfaced to agents mid-conversation
Marketing
- Campaign copy in your brand voice
- One asset repurposed across channels
- Briefs built from performance data
Operations
- Document and invoice extraction
- Scheduling and dispatch support
- Recurring reports written for you
Finance
- Invoice coding and matching
- Reconciliation prep
- Variance explained in plain English
People & HR
- Application screening support
- Onboarding Q&A from your handbook
- Policy answers without the email chain
Why Citadel.
There is no shortage of people selling AI advice right now. Here is what is different about taking it from us.
We run this stuff ourselves
Citadel builds and operates its own software platform. The advice you get comes from people who maintain AI in production and carry the pager, not from a deck.
Vendor-neutral by default
We are not reselling anyone's licences. Model and tooling choices get made on fit and cost for your case, and we will tell you when the answer is a spreadsheet.
Your team owns the result
Everything we build is documented and handed over. A successful engagement ends with your people running it without us.
Small, proven, then scaled
We start with one workflow narrow enough to measure. If it does not earn its place, you find out in weeks for a small number, not a year for a large one.
Questions, answered.
Something not covered here? Ask us directly.
Free 30-minute discovery call
Bring us your worst process.
Tell us the task your team dreads most. We will tell you honestly whether AI helps, what it would take to build, and roughly what it would cost — before you spend anything.