AI-POWERED SOCIAL LEAD MANAGEMENT

Turn social conversations
into qualified deals.

Intelligent LangGraph agents analyze inbound messages across WhatsApp, Instagram, and social platforms—progressively qualifying prospects and executing flawless human handovers.

Ezoro Influencers Desk AI Lead Management Workspace
THE CORE LEAD JOURNEY

From initial social chat to
qualified human handover.

LangGraph-powered AI agents continuously analyze conversational intent, progressive slot-filling customer information until human intervention is required to close the deal.

Current State: CHAT·Commercial Inquiry Detected (Score: 0.84)
LangGraph Node:langgraph.node_intent_intake
SL
Sarah Lin (@cloudscale)
Instagram DM & WhatsApp Connected
Active Live Session
Sarah (Prospect) · 10:30 AM
Hi there! We're planning an influencer campaign for our SaaS product next month. Do you manage creator outreach and rates?
AI Front-Desk Agent · 10:30 AM
Hello! Yes, our platform automates creator scouting, rate negotiations, and deliverables. What's your brand name and target audience?
LangGraph slot-filling initialized
Sarah (Prospect) · 10:31 AM
We build cloud observability tools for tech teams.
Intent: Tech B2B Campaign
LangGraph listening · Autonomous auto-pilot active
AI-MANAGED · INTAKEStep 01 of 04

Inbound message arrives from Instagram DM or WhatsApp. The LangGraph agent classifies intent and initiates sentiment analysis.

Progressively Gathered Information4 Fields Mapped
ChannelInstagram Direct Message
Initial IntentCreator Campaign Outreach
Contact StatusUnverified Prospect
Target AudienceCloud / Dev Tech Teams
LANGGRAPH AGENTIC REASONING

How the AI agent analyzes,
qualifies, and decides.

Unlike scripted chatbots, our LangGraph-based agents treat conversations as stateful graphs—evaluating intent, progressively extracting lead requirements, and knowing the exact moment to pass the baton.

PILLAR 01LANGGRAPH ARCHITECTURE

Stateful Graph Memory

Stateless chatbots forget context after two messages. Influencer's Desk uses LangGraph state graphs to remember the prospect's background, past preferences, and missing data points across days.

Persistent graph state maintained across sessions
Dynamic slot-filling without robotic form questions
Automatic context restoration when a user returns
LangGraph State VerifiedZero Hallucination
PILLAR 02SEMANTIC REASONING

Progressive Intent & Entity Extraction

As the prospect chats casually, the agent extracts entities behind the scenes—company domain, target creator niche, budget thresholds, and desired timeline—scoring deal viability in real time.

Semantic parsing of budgets, dates, and campaign scopes
Lead quality score computed dynamically (0 to 100)
Zero-Trust isolation ensures client data privacy
LangGraph State VerifiedZero Hallucination
PILLAR 03HUMAN COLLABORATION

Deterministic Handover Triggers

The agent knows its boundaries. When a prospect requests bespoke pricing, custom NDA terms, or enterprise commitments, the AI triggers an immediate, lossless handover to your sales team.

Automated 3-bullet executive briefing generated for staff
Zero customer friction: reps reply directly in WhatsApp
Staff can return the contact to AI auto-pilot at any time
LangGraph State VerifiedZero Hallucination
OMNICHANNEL SOCIAL MEDIA INGESTION

Meet your prospects wherever
they start the conversation.

Your potential clients don't want to fill out 10-field web forms. They reach out on messaging apps. Influencer's Desk unifies all channels into one intelligent lead qualification workflow.

META VERIFIED

WhatsApp Cloud API

Direct enterprise API connection. Handles inbound chats, delivers dynamic brief brochures, and notifies sales reps with instant mobile push.

< 3s First ResponseSynced
STORY & DM AUTOMATION

Instagram Direct Messages

Converts story replies, creator bio link drops, and sponsored reel DMs into structured commercial enquiries automatically.

4.2x Lead CaptureSynced
COMMENT-TO-DM INGESTION

TikTok & Social Comments

When viral content drives thousands of comments, the agent routes interested prospects into private DMs to begin qualifying them immediately.

100% Inbound AuditedSynced
OMNICHANNEL SYNC

Web & Custom Webhooks

Embed our conversational agent on your landing pages or connect custom ad lead-forms. All channels funnel into the exact same 4-stage pipeline.

Unified Lead InboxSynced
THE HUMAN HANDOVER PROTOCOL

Where AI qualification ends,
and your top closers step in.

Never let a hot lead get frustrated by a rigid bot. Our agents detect when human nuance, pricing negotiations, or bespoke contract terms are required—transferring the prospect with complete historical context.

DETERMINISTIC HANDOFF TRIGGER CRITERIA
1
Commercial Negotiation & Discounts: When a client asks for rate concessions or customized payment terms beyond pre-set margins.
2
High-Value Enterprise Deal Threshold: Inbound budgets exceeding $25,000 are instantly flagged for senior account executive white-glove attention.
3
Explicit Customer Request: If a prospect asks to talk to a person, the AI gracefully introduces the rep in under 15 seconds.
100% Context Carried Over·Return to AI Anytime
MV
Marcus Vance (Assigned Closer)Staff Active
Target Deal: CloudScale Systems ($45K)
14s Handoff Time
AI Executive Briefing (Generated in 1.2s)
Prospect: Sarah Lin, VP Growth at CloudScale Systems.
Verified Scope: $45,000 budget for 10-12 DevOps creators, 3-week deadline.
Closing Trigger: Requested custom whitelisting terms & enterprise NDA.
Staff Reply via WhatsApp: “Hi Sarah! Marcus here. I reviewed your $45K scope and timeline. Let's finalize those custom whitelisting terms—sending over our addendum now.”
Customer receives message seamlessly in existing chatZero Friction
VERIFIED PERFORMANCE IMPACT

Real numbers from
real deployments.

Aggregated across enterprise deployments. Metrics represent median performance improvements measured 90 days post-onboarding vs. pre-AI baseline.

Verified Impact
< 3s
First Response Time

Average AI acknowledgment time across WhatsApp & Instagram DMs, 24/7.

Before52 min avg
After< 3 sec
-94%vs. manual reply
Verified Impact
3.4×
More Qualified Leads

Progressive slot-filling captures context that previously fell through the cracks.

Before29% lead capture
After98% lead capture
+240%pipeline growth
Verified Impact
100%
Lossless Handover

Human reps receive the complete 3-bullet AI brief and full conversation history.

BeforeAvg. 4.2 re-explains
AfterZero repeats
0 repeatsprospects re-explain
Verified Impact
−70%
Qualification Overhead

Closers skip discovery calls — AI has already mapped budget, scope, and timeline.

Before37 hrs/wk on calls
After11 hrs/wk on calls
11 hrs/wksaved per rep
Volume
18,400+
Conversations Handled

in the last 30 days across all channels

Volume
4,200+
Leads Qualified

automatically, with no human involvement

Efficiency
96.2%
AI Containment Rate

enquiries fully resolved before human handover

Efficiency
3.8%
Handover Rate

high-value deals flagged for staff closing

Revenue
$2.1M
Pipeline Generated

verified revenue opportunities in 90 days

Revenue
94 / 100
Average Lead Score

for prospects passed to the human sales team

Lead Volume by Channel
Distribution of inbound leads across connected social channels (last 30 days)
WhatsApp Business58%
Instagram Direct27%
TikTok / Social DM9%
Web & Webhooks6%
All channels funnel into a single unified lead pipeline.
“We used to lose dozens of high-value prospects because Instagram DMs and WhatsApp chats went unreplied over the weekend. With Influencer's Desk, LangGraph agents qualify prospects around the clock and hand over ready-to-sign deals with a complete 3-bullet briefing. Our qualified pipeline tripled in 45 days.”
Marcus Vance
VP of Growth & Brand Partnerships · HyperScale Commerce Group

Ready to turn social chats
into qualified revenue?

Deploy LangGraph-powered lead qualification and lossless human handovers across all your social channels.