Multi-agent systems. Built for production.

Your AI needs
its own AI.

Single-prompt chatbots are yesterday. The future is autonomous agents that reason, use tools, collaborate, and get things done without hand-holding. We build those.

ORCHESTRATOR
Supervisor Agent
Reasons, plans, delegates
πŸ”
Researcher
✍️
Writer
πŸ”Ž
Reviewer
APIDatabaseSlackEmailSearch
πŸšͺ
HUMAN GATE
Refund > R10K? Delete user? Agent pauses. Human approves.
Braintrust Β· Langfuse Β· Grafana β€” every step traced, scored, costed
// WHAT WE BUILD

Not chatbots.
Autonomous systems.

We start with your business flow β€” not the tech. We map where agents should run autonomously and where humans must stay in the loop. Then we build the architecture to enforce it.

01

Multi-Agent Orchestration

Supervisor agents that delegate to specialist sub-agents. Think manager + team, not one bot doing everything badly.

02

Tool-Calling Pipelines

Agents that query databases, call APIs, send emails, update Slack β€” and know when NOT to. Function calling with production safety rails.

03

RAG & Knowledge Systems

Vector stores, hybrid search, chunking strategies, and retrieval pipelines that actually return relevant context.

04

Autonomous Workflows

End-to-end processes that run without human intervention. Issue triage, content generation, data pipelines, support escalation.

05

Human Gates & Business Logic

We map your business flow first. Refund over R10K? Human gate. Status update? Let the agent fly. You decide where the line is.

06

Guardrails & Safety

Output validation, prompt injection defence, cost controls, and audit logging. We build the fences before the horses run.

07

Evaluation & Monitoring

LLM observability with Braintrust and Langfuse. Know when your agents are drifting before your users do.

// AI COMMS COMMAND CENTER

Your inbox is a goldmine.
We teach AI to read it.

We connect AI agents to your email, Slack, and Teams β€” and turn every message into structured, actionable intelligence. Churn signals, urgent escalations, compliance red flags, buried action items β€” all surfaced automatically.

Privacy first: All processing happens in your infrastructure. We never store your messages. Human gates on every sensitive action.

πŸ“‘

Customer & Partner Intel

Catch fires before they spread

Churn Risk Detection

Spots farewell language, tone shifts, or a partner going cold and formal

Flags account in CRM β†’ alerts Account Manager

Urgency & Escalation

Distinguishes "annoyed" from "legally threatening" or "system-down emergency"

Bypasses support queue β†’ pings Crisis channel

Sentiment Analysis

Tracks customer sentiment over time β€” individual accounts or entire portfolio trends

Weekly sentiment dashboard + anomaly alerts

Intent Extraction

Detects what the customer actually wants β€” a refund, a feature, a meeting

Drafts context-aware reply for human review

Lead Scoring

Analyzes inquiry quality based on language, specificity, and urgency

Assigns 1-10 score β†’ sales reps know who to call first
🏒

Team & Culture Health

Anonymised insights, not surveillance

Burnout Tracking

Identifies linguistic markers β€” cynicism, decreased collaboration, blunt one-line replies

Anonymised Team Health Report β†’ leadership

Conflict Detection

Spots escalating snark or passive-aggressiveness in internal threads

Gentle nudge to participants or mediator alert

Compliance & Whistleblowing

Scans for "off the books", "don't tell [Manager]" and policy violation patterns

Moves to encrypted Compliance Vault β†’ HR review

Meeting Overload Detection

Tracks when teams spend more time scheduling than doing actual work

Weekly digest β†’ suggests meetings to cut or async

Morale Pulse

Aggregated sentiment trends across departments β€” no individual names, just vibes

Monthly Culture Report with trend lines
⚑

Operational Intelligence

Turn email threads into structured data

Action Item Extraction

Reads a 50-email thread and extracts exactly who promised what and by when

Creates task in Jira/Trello/Asana β†’ links to email

Competitive Intelligence

Monitors mentions of competitors in sales or procurement threads

Updates Competitor Tracker with prices and features

Contract & Deadline Tracking

Detects renewal dates, SLA mentions, and commitment language buried in threads

Calendar events + alerts 30/14/7 days before

Knowledge Base Builder

Identifies recurring questions across support and sales emails

Auto-drafts FAQ entries for human review

Revenue Signal Detection

Spots upsell language, budget mentions, and expansion signals in account communications

Flags opportunity in CRM β†’ alerts sales
πŸ›‘

Security & Threat Detection

Catch threats hiding in plain text

Email Spoofing Detection

Flags emails impersonating internal staff, known vendors, or executives β€” even when headers look legit

Quarantines message β†’ alerts IT security team

Data Exfiltration Monitoring

Detects unusual attachment patterns, sensitive data in outbound emails, or bulk forwarding to external addresses

Blocks send β†’ flags for security review

Phishing & Social Engineering

Identifies suspicious links, urgency manipulation, and impersonation tactics in inbound messages

Strips links β†’ warns recipient β†’ logs to SIEM

Credential Leak Detection

Scans for passwords, API keys, tokens, or connection strings accidentally shared in messages

Redacts content β†’ forces credential rotation alert

Insider Threat Patterns

Monitors for unusual access requests, permission escalation language, or data hoarding signals

Silent flag to security team β†’ audit trail preserved
πŸ”’

Built to resist prompt injection attacks.

Every Comms Command Center deployment is hardened against prompt injection, jailbreaking, and adversarial inputs. We use input sanitisation, output validation, sandboxed execution, and multi-layer guardrails to ensure that malicious content in your email or chat cannot manipulate the AI into leaking data, executing unintended actions, or bypassing human gates. Your comms data never leaves your infrastructure.

CONNECTS TO

Microsoft 365Google WorkspaceSlackMicrosoft TeamsIMAP/SMTPSalesforceHubSpotJiraLinear

Scoped to your organisation.

Setup is scoped to your volume, channels, and detection rules β€” a 10-person team with one inbox is a different engagement than a 200-person org across email, Slack, and Teams. We investigate your comms landscape, fine-tune detection models on your actual data, and iterate until the signal-to-noise ratio is right.

Setup & tuningstarting from R15,000Scales with channels, rules, and org size
Monthly monitoringstarting from R6,500/moBased on message volume and active rules
On-premise optionavailableRun the entire stack on your own servers

On-prem deployment: The Comms Command Center can run entirely on your infrastructure β€” your servers, your network, your data. Nothing leaves your premises. No cloud dependency. Full air-gap support available for regulated industries. We install it, tune it, and hand you the keys.

Book a Discovery Call
// FRAMEWORKS WE WORK WITH

Battle-tested stacks.

Claude Agent SDK

Anthropic's native agent framework. Our default for most builds.

LangGraph

Stateful multi-actor graphs. Best for complex, branching workflows.

CrewAI

Role-based agent crews. Great for collaborative multi-agent tasks.

OpenAI Swarm

Lightweight agent handoffs. Simple orchestration for focused tasks.

AutoGen

Microsoft's multi-agent framework. Strong for code generation flows.

Minion / OpenBox

Alibaba's agentic architectures. Emerging patterns we're exploring.

Claude Bot Setup

System prompts, tool definitions, safety boundaries, and cost controls β€” done right so your Claude bot doesn't go rogue.

Custom Builds

Sometimes frameworks are overkill. We build lean, bespoke agent loops too.

Your Stack

Already started building? We'll work with whatever you've got.

// OBSERVABILITY

You can't fix what you
can't measure.

Every agent we build ships with full observability. Not just β€œis it running” β€” but β€œis it thinking correctly, spending wisely, and answering accurately.”

Agent Dashboard β€” Live

WHAT WE SURFACE

  • End-to-end trace for every agent run
  • Per-step latency & token cost breakdown
  • Quality evals (accuracy, relevance, hallucination rate)
  • Tool-call success/failure rates
  • Prompt drift detection over time
  • Cost-per-task trending & anomaly alerts
  • Guardrail trigger frequency
  • User satisfaction correlation

TOOLS WE USE

Braintrust

LLM evals, logging, and prompt playground. Our go-to for quality scoring and regression testing across agent runs.

Langfuse

Open-source LLM observability. Full trace visualization, cost tracking, and prompt management.

LangSmith

LangChain's tracing platform. Deep integration with LangGraph agent workflows.

Grafana + Custom

For the operational layer β€” uptime, latency, error rates, and cost dashboards your team can actually read.

Every Full Build ships with a live dashboard. Agent Ops clients get weekly eval reports and proactive tuning when metrics drift.

// PRICING

Priced by what you
actually need.

We price by flows and tools β€” not hours or headcount.

Flow= one autonomous workflow (e.g. β€œdetect churn β†’ flag CRM β†’ alert manager”)
Tool= one integration (e.g. Slack, Gmail, Salesforce, your database, a custom API)
STARTER
1flowΒ·3tools
R45,000

1–2 weeks build + 3 months monitoring

One end-to-end autonomous workflow. Discovery, integration, fine-tuning, deployment, and 3 months of Agent Ops.

Get Started
CUSTOM
∞flows·∞tools
Let's Talk

Scoped to your needs Β· dedicated team

Multi-department rollouts, complex integrations, dedicated engineering, and SLA-backed support. We'll scope it together.

Start a Conversation

EVERY TIER INCLUDES

  • β€ΊBusiness flow mapping & human gate design
  • β€ΊArchitecture blueprint & data flow diagrams
  • β€ΊGuardrails, safety, & prompt injection defence
  • β€ΊLLM observability dashboard (Braintrust / Langfuse)
  • β€ΊDeployed to your infrastructure
  • β€Ί3 months Agent Ops monitoring & tuning

NEED MORE?

Additional flowR25,000
Additional tool integrationR5,500
Agent Ops (after 3 months)R8,500/mo

Agent Ops includes: drift detection, prompt tuning, cost optimisation, guardrail updates, monthly report & call, 20hrs engineering time, priority support.

Ready to build
something autonomous?

Tell us what you want your agents to do. We'll tell you how to build it β€” and whether it even needs AI in the first place. HonestΒ answersΒ only.

Takes 30 seconds. No credit card. No commitment.
We sign NDAs by default. Your data stays private, always.