AI model costs: Each task matched to the right model
We helped a growing AI product cut unnecessary model spend and respond faster. Each task now goes to the model that suits it, repeated work is reduced, and cost is tracked by feature and workflow.
We built an AI sales agent for a B2B company that replies to inbound leads, works out what they need and qualifies the opportunity. It updates the CRM, prepares follow-ups and passes high-value prospects to the sales team.
Industry: SaaS & TechnologyService: AI & AutomationUpdated
Overview
The challenge
The company had plenty of inbound leads, but the sales team couldn't always reply quickly. Some enquiries needed only a few questions to judge fit. Others needed proper follow-up.
Salespeople spent too long reading forms, copying details into the CRM, asking the same qualification questions and chasing prospects who weren't ready yet. The business wanted faster replies, without handing every lead entirely to automation.
Promising prospects could wait hours for a useful reply.
Each salesperson asked different questions, so leads were hard to compare.
Reps updated fields, wrote notes and set reminders when they could have been talking to qualified prospects.
The solution
The agent reads the enquiry, works out what the prospect needs and asks only the questions required to judge fit, urgency, budget range or service interest.
It records the conversation in the CRM, fills in the relevant fields and applies the business's rules to flag which leads need a salesperson now.
High-fit or high-value leads are summarised and sent to the right salesperson. Early-stage prospects can receive approved follow-ups automatically.
Before and after
Before
Manual queue
New enquiries waited until a salesperson had time to look at them.
After
Immediate first step
The agent replies, understands the request and starts qualifying as soon as the lead comes in.
Before
Different for each rep
Lead quality depended on who handled the conversation and which questions they asked.
After
Consistent qualification
The same core criteria are applied to every lead, while the conversation still feels natural.
Before
Heavy on admin
Reps spent time on CRM updates, reminders and prospects with little intent to buy.
After
Focused on conversations
Reps get clearer, better-prepared opportunities and more time to close the right deals.
Key features
The agent changes its follow-up questions based on each answer, rather than pushing every lead through the same rigid form.
Business impact
More context on each lead
Lead details, notes, qualification status and next steps are captured without salespeople filling in every field.
Business impact
Less sales admin
When a lead is ready to talk to a person, the agent writes a short summary so the salesperson can pick up without asking the prospect to repeat themselves.
Business impact
A smoother hand-off
Results
Faster First Response
New enquiries get a useful first reply and a qualification step straight away.
Before: HoursAfter: Minutes
More Time for Sales Conversations
CRM updates, qualification notes and routine follow-ups take less manual effort.
Before: ManualAfter: Agent Assisted
Better Prepared Sales Handoffs
Reps get the context before they speak to a prospect, so they start the conversation better informed.
Before: Limited ContextAfter: Qualified Summary
Faster delivery
Reusing parts we had already tested meant less time on setup and more on the client's own qualification rules, which brought the launch forward.
Our framework turned the business's fit, urgency and budget criteria into the agent's question flow.
A tested CRM connector lets the agent create and update records, limited to the fields it has permission to use.
Routing rules assign each sales-ready lead to the right owner, along with an AI summary of the conversation.
Reusable follow-up flows send approved messages to early-stage prospects until they are ready for a call.
Trust and control
Qualification and routing logic follows criteria the business has defined.
CONTROLLED RULESThe agent only creates or updates the records and fields it has permission to use.
SECURE ACCESSImportant opportunities can be passed to a salesperson at any point rather than staying in an automated flow.
HUMAN IN CONTROLKey lead conversations can be recorded, so salespeople understand the context before they take over.
TRACEABLEThe company had plenty of inbound leads, but promising prospects could wait hours for a useful reply. Salespeople spent too long reading forms, copying details into the CRM and asking the same qualification questions, and each rep asked different ones. The business wanted faster replies without automating every lead entirely.
The agent reads each enquiry from forms, chat or email and asks follow-up questions that adapt to the answers, covering fit, urgency, budget range and service interest. It records the conversation in the CRM, scores the lead against the business's rules and starts qualification in under a minute.
High-fit or high-value leads are summarised and routed to the right salesperson, so the prospect doesn't have to repeat themselves. Early-stage prospects can receive approved follow-ups automatically instead. A salesperson can take over any lead at any point, and key conversations are recorded so the context is never lost.
If inbound leads wait hours for a reply, we can build an agent that qualifies them straight away and hands the best ones to your sales team with the notes already written.