Stories · TMEGS (Telco)
Africa's largest telco moved from menus to intent : on a delivery clock built for agents.
Safaricom did not have time for a traditional SI engagement. The customer experience had to land in weeks, not quarters. Mactores delivered Zuri agent-native on both sides: the production agentic experience that customers now interact with, and the agent-native delivery model that made the timeline possible.
Baseline
Scripted bot with high escalation, customer frustration, multi-quarter timeline for prior automation attempts.
Outcome
Production agentic customer experience handling intent at the scale of Safaricom's customer base.
Time to Value
Weeks
The Challenge · 01
Africa's largest telco does not have multi-quarter time for a CX modernization.
Safaricom's customer-support stack was scripted: linear flow trees, brittle to phrasing, with high escalation to human agents.
Customers wanted to ask in their own words and have the system act on intent : book, change, query, troubleshoot : not navigate a menu.
The Safaricom team knew the answer was an agentic platform. The constraint was time. The customer experience could not wait for a traditional SI to staff a pyramid and run a multi-quarter engagement. The category was moving faster than that.
How We Delivered · 02
The work an analyst tier would have done : done by Aedeon. The work that needed Safaricom-specific judgment : done by FDEs.
The discovery, retrieval-base build, observability scaffolding, and evaluation harness ran against Aedeon in days. That collapse compressed the timeline from quarters to weeks. Forward-deployed engineers used the time bought to do what only Safaricom-specific judgment could.
Aedeon's Lane
- •Ingestion of Safaricom's product knowledge into a grounded retrieval layer
- •Multi-agent orchestration scaffolding for billing, account, product, troubleshooting
- •Observability across agent decisions, costs, latency
- •Evaluation harness for regression and behavioral acceptance
- •Operational tuning : caching, distillation, guardrail policies
Forward-Deployed Engineers' Lane
- •Agent authority boundary in a regulated telco context
- •Safety guardrails for billing, identity, account-change risk
- •Human-handoff design : intentional, not escalation-as-failure
- •Production cutover into Safaricom's customer-experience channels
- •On-call handover and incident-response playbooks
In Production · 03
The customer experience moved from script to system.
Zuri now handles customer intent at production scale across Safaricom's base. The customer asks; the system acts.
Agent decisions are auditable. Human handoff is intentional : when an edge case needs a human, it goes to a human on purpose, not because the bot failed.
Human agent capacity reallocated from the 80% of routine intents to the cases that actually need human judgment.
“The customer experience moved from a script to a system. Customers ask. The system acts. Human agents work the cases that need human judgment.”
Why This Matters · 04
The timeline was the strategic constraint. Agent-native delivery was the answer.
Most CX modernizations stall not because the agentic technology is not ready, but because traditional SI delivery is too slow for the strategic window.
The category moves; the customer expectation moves; the competitor moves. By the time a multi-quarter engagement reaches production, the constraint has shifted.
Agent-native delivery exists for exactly this case : when the customer experience cannot wait for a pyramid of analysts to do work an agent platform can do in days.