Agentic AI Systems
AI agents that run the booking, quote and enquiry flow end to end — while money, contracts and exceptions stay with a person.
The difference between a chatbot and an agent is the difference between answering and doing. A bot writes a reply; an agent checks the calendar, finds a free slot, creates the record, sends the confirmation and writes it into the CRM. The second one requires being connected to the systems the business already runs on.
That makes an agentic AI build a process job, not a copywriting job. First we work out which step is done by whom, where each piece of information comes from, and which decision cannot be undone. Then we hand the agent only the steps that are reversible and clearly bounded.
Our default assumption during the build is that the system can get it wrong. So every flow carries a stopping point, a human approval and an audit trail. Without those three, automation does not only automate the work — it automates the mistake as well.
What this service covers
Scope is bounded by the systems you already run: if the calendar, CRM, email and message channels can be connected, the agent works with them. If there is no connection point, we discuss that infrastructure first.
Process map and handover boundary
We write the flow to be automated step by step: trigger, information needed, decision point, output. Each step is labelled “agent can do”, “agent prepares, human approves” or “human only”. The whole build comes out of that map.
Booking and quote agent
A flow that receives the enquiry, asks for missing details, offers a free slot from the calendar and creates the record. Facts such as price ranges and availability are read from a defined source you supply, never generated freely.
Channel connections and CRM records
We connect inputs such as WhatsApp, the web form, email and phone notes into a single flow, and every conversation becomes a record in the CRM. The same person writing from two channels no longer creates two separate enquiries.
Human approval and handover points
On money, contracts, cancellations, discounts and complaints the agent does not decide: it prepares the draft, queues it and hands it to a person. Handover rules and out-of-hours behaviour are defined in writing.
Logging, monitoring and rollback
Every agent action is logged with a timestamp; which fact came from which source and which action was taken can be inspected. How a wrong action gets undone is part of the build, not a request added afterwards.
How we work through it
Timing depends on how connectable the systems are and how many decision points the process carries. The schedule below describes a typical start.
- Stage 1 — first week
Mapping the real process
We write the existing flow as it actually is, not as it should be. Steps unsuited to automation are separated out at this stage and stay with a person.
- Stage 2 — weeks 2-4
Narrow pilot
We start with one flow, one channel and a limited time window. The aim of the pilot is not volume but seeing where the agent gets things wrong.
- Stage 3 — months 1-2
Expansion and tighter rules
Findings from the pilot are written into the rules and the scope opens to new channels. The error log is reviewed before every expansion.
- Stage 4 — ongoing
Monitoring and upkeep
Logs are reviewed regularly and changed prices, services and regulatory details are updated. An agent whose source of truth is never refreshed starts giving wrong answers over time.
Where human approval stays
This section is a build rule rather than a marketing line. On the items below the agent prepares and a person decides:
- Payments, refunds and discounts: the agent can calculate the amount, it cannot approve it.
- Contracts, quotes and legal text: a draft is prepared, sending happens on human approval.
- Judgement in health, legal and financial matters: the agent informs and routes, the qualified person decides.
- Complaints and negative feedback: the flow hands over to a person after the first message.
- Any case where the agent is not certain: handing over rather than producing an answer is the default behaviour.
What we measure
Measurement is not built on “how many messages were answered” but on whether the job actually closed:
- The share of enquiries the agent completed without handing over.
- First response time and how many out-of-hours enquiries got answered.
- Which topics the handed-over conversations cluster around.
- A log and a count of cases where wrong or incomplete information was given.
- How often a booking or quote enquiry turns into a record.
Related articles
The full service inventory and the ROI calculator are on the solutions page.
Frequently Asked Questions
Let us work out which flow can be automated
We write your current booking, quote and enquiry flow step by step and mark which step an agent can take over and which has to stay with a person.
Get in touch