Solution

AI Sales Assistant Solution

An AI-Gateway-powered sales assistant system: real-time recording of customer interactions, intelligent audio analysis, automatic customer profiling, and data-driven follow-up and retention operations — turning every interaction into an operable customer asset.

Real-time recording across all scenariosIntelligent audio analysis (ASR / diarization / emotion)Automatic customer profiling & persona buildingData-driven retention & closed-loop operations
Key Challenges

Relying on memory, gut feeling, and hurried follow-ups

Voice information from sales interactions is highly unstructured; customer data, intent assessment, and follow-up retention rely on personal experience, so opportunities and customer assets leak away in the details you never see

1

Interactions are hard to reconstruct and information gets distorted

Customer needs, objections, and sales commitments depend on memory and manual notes; key details are lost, interaction quality cannot be measured, and reviews and disputes lack objective evidence

Information lossUnrecorded commitmentsHard to measure quality
2

Scattered customer data and inefficient profiling

Customer data lives in personal notes, chats, and call fragments without structured consolidation, causing handover gaps, poor collaboration, and over-dependence on individuals

Information silosManual profilingHandover gaps
3

Blurry customer personas and hard-to-judge intent

Without structured tags for needs, budget, and decision roles or quantified intent scoring, sales follows gut feeling and lacks a basis for tiered operations and resource allocation

Blurry personasGut-feel intentNo tiered operations
4

Late follow-up and silently lost opportunities

Without systematic follow-up reminders and churn warnings, the optimal touch window is missed; silent customers are hard to re-engage and renewal and upsell opportunities slip away

Late follow-upNo churn warningSilent customers
Closed-Loop Workflow

A six-step loop: turn every interaction into the starting point of the next win

From audio capture to review and optimization, six stages are interlocked with data flowing back — a continuously running loop of capture → analyze → profile → portrait → retain → optimize.

Sales Intelligence Loop

1

Real-Time Capture

Real-time audio capture across face-to-face, phone, and remote meetings, with VAD, noise reduction, echo cancellation, and resume on weak networks

2

Audio Intelligence

Streaming ASR, speaker diarization, emotion recognition, and semantic insight that extract needs and commitments and generate call summaries

3

Profile Archiving

Entity extraction auto-builds structured customer profiles written into the CRM — searchable and traceable

4

Persona Building

Multi-dimensional tags, BANT intent scoring, and segmentation produce an operable customer persona

5

Retention & Engagement

Automated follow-up orchestration, churn warnings, and personalized outreach drive repeat purchases, renewals, and upsells

6

Review & Optimize

Call quality inspection, script analysis, and best-practice extraction feed back into training and sales processes

Flywheel loop: voice, text, and persona data from every interaction keep flowing back to drive script optimization and customer strategy — a positive cycle of more interactions → richer data → sharper personas → higher conversion.
Audio Intelligence

Turning inaudible details into visible insights

Built on ASR speech recognition and enriched with speaker diarization, emotion recognition, and semantic insight, unstructured interaction audio becomes structured, searchable, analyzable text assets.

Audio Analysis Pipeline

1

Real-Time ASR

Streaming speech recognition with millisecond transcription, mixed CN/EN and dialects, and live terminology correction

2

Speaker Diarization

Voiceprint-based clustering separates sales and customer roles; dialogue is archived by role

3

Emotion Recognition

Tone, pace, pauses, and semantics are fused to detect satisfaction, objections, and emotional shifts

4

Semantic Insight

Intent recognition and extraction of needs and commitments, with auto-generated summaries and action items

Real-Time Transcription & Denoising

Streaming ASR with environment denoising and acoustic echo cancellation (AEC) keeps accuracy high in noisy showrooms, stores, and expos.

Streaming ASRDenoisingEcho cancellation

Speaker Diarization

Voiceprint clustering tells sales and customer apart — who said what and promised what is clear, archived by role.

Voiceprint clusteringRole separationArchive by role

Emotion & Sentiment Recognition

Multi-signal fusion of tone, pace, pauses, and semantics flags satisfaction, objections, and emotional shifts with an emotion curve.

Emotion recognitionObjection flagsEmotion curve

Semantic Insight & Summaries

Intent recognition and extraction of needs and commitments, with auto-generated call summaries, conclusions, and action items.

Intent recognitionCommitment extractionAuto summaries
Profiling & Persona

From a business card to an operable customer asset

Customer entities and key information are automatically extracted from conversations into structured archives, enriched with multi-dimensional tags and quantified intent scoring for tiered, operable personas.

Auto-Profiling via Entity Extraction

Companies, contacts, titles, needs, budgets, and timelines are recognized automatically and written into the CRM — no more manual data entry.

Entity extractionAuto profilingCRM sync

Multi-Dimensional Tagging

Industry, size, need type, decision role, and intent tags are applied automatically for a clear customer persona at a glance.

Industry tagsNeed tagsRole tags

Quantified Intent Scoring

Automatic scoring based on the BANT model (Budget / Authority / Need / Timeline) quantifies opportunity maturity.

BANT modelIntent scoreOpportunity tiering

Segmentation & Tiered Operations

Hot, nurturing, and silent customers are segmented automatically for differentiated follow-up strategies and resource allocation.

SegmentationDifferentiated strategyFocused resources
Retention Operations

From "closed deal" to "new beginning"

Centered on follow-up reminders, churn warnings, and customer health, a retention system spans the full lifecycle of acquisition, nurturing, conversion, renewal, and upsell.

Automated Follow-Up Orchestration

Follow-up tasks are generated from commitments and timelines with due-date reminders and escalation — never miss the optimal touch window.

Commitment-drivenAuto remindersEscalation

Churn Warning

Silence duration, declining interaction frequency, and negative sentiment trigger multi-signal warnings for immediate win-back actions.

Silence monitoringFrequency dropSentiment alerts

Customer Health Management

Multi-metric health scores cover the full lifecycle from acquisition and nurturing to conversion, renewal, and upsell.

Health scoreLifecycleRenewal management

Personalized Engagement

Persona- and behavior-driven content and script recommendations enable one-to-one outreach that lifts repeat purchases and upsells.

Persona-drivenContent recommendationsScript tips
Capability Map

Full-chain capability from sound to asset

Four modules — capture, analyze, profile, retain — powered by one AI Gateway foundation.

AI Gateway Foundation

Unified access · Permission isolation · Audit trails

Real-Time Capture

Real-time audio capture across all scenarios

Capture across face-to-face, phone, and remote meetings with VAD, denoising, AEC, and resume on weak networks.

All scenariosVAD detectionDenoise / AECResume
Face-to-FaceIn-store · Showroom
PhoneOutbound · Desk
MeetingRemote online
Mic
VAD
Denoise/AEC
Encode
StreamReal-time
VAD detection
Denoising
AEC echo cancel
Use Cases

Covering face-to-face, outbound calls, and expos

In-Store / Showroom Visits

Full recording of in-store interactions, auto profiling and persona building, and a follow-up plan generated before the customer leaves — lifting revisit and repeat-purchase conversion.

Outbound Calls & Remote Sales

Real-time call transcription and quality inspection with live script prompts; summaries, commitments, and action items are generated automatically after each call.

Expo / Roadshow Batch Interactions

Batch capture of booth conversations, automatic profiling and intent segmentation after the event, and immediate follow-up on hot leads — no opportunity left behind.

Need to turn every customer interaction into an operable customer asset?

From real-time recording and audio intelligence to profiling, persona building, and retention operations, we provide complete deployment and implementation for the AI Sales Assistant Solution