Voice AI Agent
What is a customer quotations AI agent?
A customer quotations AI agent receives quote requests, validates product configurations and pricing, and delivers quotes to customers. The agent handles routine quote generation that currently consumes 10-15 hours weekly for typical sales teams.
voice agent · inbound quote request
"I can help you with a quote. What quantity do you need, and where should it ship?"
MARGIN CHECK
21% · within policy
DISPOSITION
Quoted
Logged to CRM · quote sent + follow-up set
$30k-$60k
ANNUAL LABOR COST
At fully loaded costs of $60-80 per hour for direct labor.
10-15
HOURS WEEKLY
Spent preparing, pricing and following up on routine quote requests.
50 REQUESTS
100 REQUESTS
Volume vs. Capacity
Companies handle 50-100 quote requests monthly. Standard product quotes (common configurations, list pricing, standard terms) represent 60-70% of volume. These could be generated quickly with proper tooling. Instead, they wait in queue behind complex quotes requiring sales expertise. Sales prioritizes based on opportunity size and relationship importance. Small quotes wait. Inbound quote requests from new prospects get slower response than existing customer requests. This creates uneven customer experience and missed opportunities.
Pricing and Margin Application
Base pricing comes from ERP price lists. Actual pricing involves volume discounts, customer-specific pricing, promotional rates, and margin guidelines. Applying these correctly requires checking multiple places and making judgment calls. Different reps handle similar quotes differently. One applies volume discount at 10 units, another at 15. One offers 15% margin, another holds at 20%. Customers comparing quotes see inconsistencies.
Product Configuration Complexity
Many products have configuration rules: compatible options, required accessories, mutually exclusive features. Sales reps learn these rules through experience. New reps make configuration errors. Busy reps forget details. Customers receive quotes with invalid configurations that require revision. Configuration knowledge lives in product catalogs, spec sheets, and sales rep memory. No single source captures all rules consistently.
Response Time Pressure
Customers expect quotes within hours, not days. Phone quote requests deserve immediate or same-day response. Email requests should get next-business-day response. Reality: quotes take longer when sales is managing other work. Timely response requires dropping other activities. Consistent fast response requires dedicated quoting staff or automation.
Step-by-step process flow:
Receive quote request
Phone: Customer calls requesting quote, agent answers, captures requirements
Validate and clarify requirements
Voice: Agent asks clarifying questions ("What quantity?", "Delivery location?", "Any specific options needed?")
Check product configuration
Validates requested configuration against product rules
Apply pricing and margin rules
Retrieves base pricing from ERP
Generate quote document
Creates formatted quote with product details, pricing, terms
Deliver to customer
Voice: Verbally confirms quote details, sends email with formal quote document
Route exceptions for approval
Non-standard pricing (margin below threshold, special pricing request)
Track and follow up
Monitors quote status (sent, viewed, accepted, expired)
Quote request handling and customer communication
Answers phone calls from customers requesting quotes. Conducts conversational requirement gathering ("What product are you looking for?", "What quantity do you need?"). Delivers quotes via customer's preferred channel. Voice follow-up for phone requests. Email delivery with tracking. Confirms receipt and sets follow-up schedule. The agent is positioned as a quoting assistant, not a replacement for sales. You define greeting, product language, and conversation approach.
Product configuration validation
Applies product configuration rules automatically. Prevents invalid combinations. Suggests complete configurations for partial requests. Escalates engineering or custom requirements to sales. Ensures quotes are technically accurate before delivery.
Pricing and margin management
Applies pricing rules consistently across all quotes. Uses volume discounts, customer-specific pricing, promotional rates per your policy. Validates margin meets guidelines. Escalates pricing exceptions requiring approval. Eliminates pricing inconsistency between reps.
Quote document generation
Creates professional quote documents using your template. Includes all required information (product specs, pricing, delivery, terms). Maintains brand consistency. Generates in minutes, not hours.
Sales team coordination
When a request needs sales involvement, such as custom configuration, non-standard terms or a strategic account, the agent hands it to the right salesperson with the full request, calculated pricing and customer history. Sales focuses on the quotes that need their judgment while routine quotes continue without delay.
Key advantage: Speed and consistency
Every quote request gets immediate attention. Same configuration rules applied every time. Same pricing logic for similar situations. Customers experience consistent, fast response regardless of sales team workload.
Representative outcomes from agent implementations:
Same-day
Quote turnaround time
Standard quotes delivered same-day or next-business-day versus previous multi-day waits. Phone quote requests handled during the call or within hours. This improved response time increases win rates on competitive opportunities.
60-70%
Sales capacity recovery:
Sales team time on routine quotes reduced 60-70%. A team spending 15 hours weekly on quotes now spends 5 hours on complex quotes requiring expertise. Freed time goes to pipeline development, relationship management, and closing deals.
Uniform
Pricing consistency:
Margin variance on similar quotes reduced significantly. Pricing applied uniformly based on rules, not rep judgment. Customers comparing quotes see consistent approach. Finance gets better margin predictability.
Accurate
Quote quality:
Configuration errors eliminated through automated rule checking. Pricing mistakes prevented through systematic validation. Professional quote documents every time. Customer questions about quote accuracy decrease.
10-15%
Win rate improvement:
Faster response on competitive quotes improves close rates. Companies typically see 10-15% improvement in win rates for quotes under $25K in competitive, speed-sensitive opportunities where multiple vendors are quoting. Small opportunities that previously waited now get timely quotes.
Faster
Customer satisfaction:
Consistent fast response improves customer experience. No more quotes sitting in queue waiting for sales availability. Professional quote documents build credibility. Follow-up happens systematically, not when sales remembers
ASPECT
AI Agent
Manual Quoting
Quote turnaround
1-2 hours
24-48 hours
Phone quote requests
Handled during call
Requires callback or delay
Configuration accuracy
Rules applied automatically
Depends on rep knowledge
Pricing consistency
Uniform rule application
Varies by rep
Margin compliance
Validated every quote
Checked inconsistently
Sales time requirement
4 hours weekly
15 hours weekly
Small quote handling
Immediate attention
Queued behind larger deals
Quote quality
Consistent, professional
Variable based on workload
Win rate (competitive)
Improved 10-15%
Baseline
Best for
Standard products, routine quotes
Complex configurations, negotiations
Timeline: 6-8 weeks from kickoff to production
KICKOFF → PRODUCTION
Week 1
WEEK 1-2
Discovery
WEEK 3-5
Development
WEEK 6
Testing
WEEK 7-8
Pilot deployment
Your involvement:
Review quote patterns and win rates monthly. Adjust pricing rules as needed. Update product configurations when new products launch. Typical maintenance: 2-4 hours monthly.
We recommend a 90-day pilot with focused scope:
OPTION 1
Single product line Pilot
Agent handles all quote requests for one product line (typically your highest-volume standard product). Validates configuration rules and pricing logic before expanding.
OPTION 2
Phone quote request Pilot
Agent handles inbound phone quote requests across all products. Tests conversational capability and immediate quote delivery before adding email channel.
OPTION 3
Small quote Pilot
Agent handles quote requests under $5,000 or $10,000. High volume, lower risk, clear win rate measurement opportunity.
Can customers tell they are talking to an AI?
The agent identifies appropriately ("This is [Company Name], I can help you with a quote"). Most customers focus on getting their quote, not who is providing it. If asked, agent acknowledges being an automated system.
What if customer has complex requirements?
Agent recognizes complexity triggers (custom engineering, non-standard terms, strategic account) and transfers to sales immediately with complete context of what customer requested.
How do we control pricing flexibility?
You define margin thresholds and approval rules. Quotes meeting guidelines process automatically. Pricing below thresholds or customer-requested discounts route to sales for approval. You maintain complete pricing control.
Can we customize by product line?
Yes. Configuration rules, pricing policies, and approval workflows can vary by product line. Complex products can require sales involvement while standard products process automatically.
What about existing customer pricing agreements?
Agent applies customer-specific pricing from your ERP automatically. Contract pricing, volume agreements, and negotiated rates are used when quoting existing customers.
How does this integrate with CRM?
All quote activity logs to your CRM (request received, quote sent, follow-up completed, outcome). Sales sees complete quote history when engaging with customer. Standard CRM workflow continues.
What if our pricing changes frequently?
Agent pulls current pricing from ERP in real-time. When prices update in your ERP, quotes immediately reflect new pricing. No manual updates to agent required.
Can we start with just inbound phone quotes?
Yes. Common pilot approach: agent handles inbound phone quote requests for one product line. Validates approach before expanding to email requests or additional product lines.
Discuss your quoting process, product complexity, and whether an agent pilot makes sense for your sales team.
