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AI ProductMeeting IntelligenceLangGraph Agents

Your organization's institutional memory, automated.

DEBCOR Recall ingests every meeting transcript — Teams, Zoom, Google Meet, uploaded files, voice memos — identifies the account, comprehends the content with AI, and surfaces what matters. Automatically, every day.

The Problem

Every important conversation contains intelligence you're losing.

Any organization that holds external meetings — with customers, suppliers, partners, or prospects — is generating a continuous stream of decisions, commitments, and context. In practice, almost none of it is systematically captured or retrievable.

Transcripts go unread

Meeting recordings sit in Teams, Zoom, or Google Meet — unsearchable, unretrievable, and eventually forgotten.

Manual notes are inconsistent

Account managers write up calls differently, incompletely, or not at all.

Knowledge walks out the door

When a consultant leaves, their entire context on active accounts leaves with them.

Renewals lack context

Proposal and renewal conversations happen without full access to what was said and promised.

How It Works

Four layers. Fully automated.

DEBCOR Recall operates as a continuous background pipeline orchestrated by AI workflow agents. Your team holds meetings. Everything else is automatic.

01Ingest

Any transcript source. Fully automated.

DEBCOR Recall ingests from wherever your meetings happen — Microsoft Teams, Zoom, Google Meet, uploaded files (DOCX, PDF, TXT), and voice memos. Connect your calendar and meeting platforms once. Every transcript lands in the intelligence layer automatically, every day.

02Tag

Every meeting attributed to the right client.

Attendee email domains are matched against a curated client database at ingest time. All-internal meetings are classified separately. For unknown domains, AI-based transcript analysis resolves the client. Zero manual CRM entry.

03Comprehend

AI extracts what actually matters.

Each transcript passes through a multi-step AI comprehension pipeline — built on LangGraph agents — that extracts topics, decisions, commitments, action items, and relationship signals. Structured intelligence, not raw text.

04Surface

Ask anything. Get answers instantly.

Every meeting is embedded into a vector intelligence layer. Ask natural-language questions across your entire meeting history. Get pre-call briefings, surface unresolved commitments, and let DEBCOR Recall proactively push what you need to know.

Core Capabilities

Everything you need. Nothing you don't.

Universal transcript ingest | DEBCOR Engineering

Teams, Zoom, Google Meet, uploaded files, voice memos — any transcript source, one unified intelligence layer. Fully automated, zero workflow change.

Automatic client tagging | DEBCOR Engineering

Domain-based attribution at ingest time. Every meeting is accounted to the right client before any human sees it.

AI comprehension | DEBCOR Engineering

LangGraph-orchestrated agent pipeline extracts decisions, commitments, themes, and relationship signals from every transcript.

Semantic search | DEBCOR Engineering

Vector-indexed meeting history. Ask 'What did we commit to in Q1?' and get an answer in seconds — across every meeting, every client.

Proactive intelligence | DEBCOR Engineering

DEBCOR Recall's Fairy module surfaces what your team needs to know before a call, before a renewal, before something falls through the cracks.

Google Drive & document analysis | DEBCOR Engineering

Upload a PDF, DOCX, or TXT — or connect Google Drive — and ask DEBCOR Recall questions about it in the context of your full meeting history.

ERP + Meeting Intelligence

Transactional data meets contextual intelligence.

Your ERP knows what happened in your systems. DEBCOR Recall knows what was said in your meetings. Linked together, they create a complete operational picture you've never had before — and one that no standalone system can provide.

Customer & Account Intelligence

ERP / SAP data

Revenue, open orders, AR aging, pricing history, support tickets

DEBCOR Recall data

Every call, commitment made, concern raised, and escalation

Know what a customer is worth to the business and what your team just told them — in one view. Never walk into a renewal blind.

Supplier & Procurement Intelligence

ERP / SAP data

Purchase orders, delivery performance, invoice history, SLA terms

DEBCOR Recall data

Every negotiation, every agreed term, every escalation call

The context behind every supplier number, always accessible. Stop relying on one person's memory of what was agreed.

Project Delivery Intelligence

ERP / SAP data

Project timelines, cost actuals, resource allocation, milestones

DEBCOR Recall data

Every status call, risk raised, scope change discussed, decision made

Never lose track of why a project is where it is. Full audit trail from system data and conversation history, linked.

ERP integration is available as part of the DEBCOR Recall implementation engagement. Works with SAP S/4HANA, SAP ECC, and other ERP platforms via standard APIs and data connectors.

Built in a live enterprise delivery environment

We built DEBCOR Recall because we needed it ourselves.

DEBCOR Engineering runs simultaneous SAP delivery engagements across manufacturing, financial services, and consumer goods. Keeping track of what was said, promised, and agreed across all of them — in parallel, across multiple teams — without a system like DEBCOR Recall was unsustainable. We built the solution we couldn't find.

DEBCOR Recall runs on our production environment every day, processing every meeting we hold. Every feature exists because a real engagement demanded it. We are the reference customer — and we're making it available because this problem exists in every organization that holds external meetings and runs systems of record.

DailyAutomated meeting ingestion
ZeroWorkflow changes required from your team
SecondsTo surface any decision or commitment
100%Of your meetings attributed and comprehended

Who It's For

Any organization that holds external meetings and needs to act on what was said.

DEBCOR Recall is not industry-specific. If your teams hold external meetings — and your organization runs systems of record — you have this problem.

Sales & Revenue Teams

  • Pre-call briefings in seconds, not hours
  • Every commitment tracked automatically
  • Understand which objections recur across accounts
  • Handoff context preserved when reps change

Customer Success & Account Management

  • QBR prep that takes minutes, not days
  • Renewals with full context on every interaction
  • Surface unresolved issues before they escalate
  • Clients feel remembered, not re-onboarded

Procurement & Supply Chain

  • Every negotiation outcome retrievable instantly
  • Agreed terms tied to the conversation that set them
  • Supplier relationship history at a glance
  • No more 'I thought we agreed on' disputes

Project Delivery & Operations

  • Every status call, decision, and risk in one place
  • Scope change audit trail from conversation history
  • Onboard new team members in hours, not weeks
  • Post-project intelligence retained for next time

Data residency

Your infrastructure

AI provider

Anthropic Claude (enterprise DPA)

Sources

Teams · Zoom · Meet · Files · Voice

Orchestration

LangGraph AI agents

Common Questions

Before you ask.

Does it work with Zoom or Google Meet — not just Teams?

Yes. DEBCOR Recall ingests transcripts from any source — Teams, Zoom, Google Meet, uploaded files, and voice memos. It is not locked to any single meeting platform.

Do you see our meeting data?

No. Meeting transcript data is stored in your own database instance. DEBCOR configures the system and hands it over — your data never leaves your infrastructure.

What does setup involve?

Database provisioning, connecting your meeting platforms, and a DEBCOR implementation engagement — typically one to two weeks from kickoff to a running production system.

What AI does it use?

Claude (Anthropic) for comprehension, querying, and the conversational interface. AI workflow agents are orchestrated with LangGraph. Both are covered by enterprise data processing agreements — your content is not used for model training.

Ready to stop losing what your team already knows?

We implement DEBCOR Recall in your environment in one to two weeks. Talk to a DEBCOR engineer about whether it's the right fit.