Telecommunications · AI · Automation
Telecom RAG: Automated Technical Support That Saves £2M+
Telecom companies face a paradox: the more complex their network infrastructure becomes, the more their support teams drown in repetitive L1 queries — password resets, coverage checks, modem configurations — that consume time better spent on genuine escalations. IgeraHospit RAG technology solves this by deploying an AI assistant trained on your full technical documentation, resolving 90% of queries without human escalation.
What is Telecom RAG?
Telecom RAG (Retrieval-Augmented Generation) is an AI system trained on your technical documentation — service manuals, troubleshooting guides, coverage maps, tariff handbooks — that answers customer and agent queries by citing the exact section of the relevant document, in real time. Unlike a generic chatbot, it does not hallucinate: every answer is grounded in your actual documentation.
Key metrics for telecom operators
- 90% of L1 support queries resolved automatically without escalation
- Average handling time reduced from 8 minutes to under 30 seconds
- Cost per query: from £4.20 (human agent) to £0.08 (RAG)
- Customer satisfaction (CSAT) up 38% — immediate, accurate answers 24/7
- Estimated annual saving per 500k-subscriber operator: £2M+
- ROI payback period: under 30 days
Problem 1: Equipment variability. Customers have 47 different router models, 12 ONT manufacturers, and 8 firmware versions. A problem on an ISP-RTR-300 requires a completely different diagnostic approach than on a HUAWEI HG680. A human agent needs specific training for each model; IgeraHospit has everything indexed and searchable in milliseconds.
Problem 2: 400-page protocols. A mid-size operator's diagnostic manual runs 300–500 pages. If a customer reports "slow broadband", the correct protocol requires at least 5 sequential steps before determining whether the problem is in the CPE, the line, or the core network. A human agent takes 20 minutes. IgeraHospit: 2 minutes.
Problem 3: Unnecessary field escalations. 40% of field engineer visits are problems that a knowledgeable agent could have resolved remotely. Cost of a field visit: £80–£150. IgeraHospit eliminates a significant portion of these, delivering immediate savings.
- Customer submits query — via chatbot on the operator app, WhatsApp, or the web portal. "My router keeps dropping connection every evening."
- IgeraHospit retrieves technical context — CPE type, incident history, firmware version, real-time speed test results if network management platform integration is in place.
- Semantic search across documentation — the system searches all 400+ indexed documents: manuals, troubleshooting guides, resolved-case knowledge base.
- Automated diagnosis — "Latency 150ms, packet loss 3%, speed 20 Mbps vs contracted 100 Mbps → probable Wi-Fi interference. Solution: switch to 5 GHz band, channel 149."
- Resolution or intelligent escalation — 90% resolved without a human. The remaining 10% escalates to an agent with the full diagnostic already completed, reducing agent handling time by 70%.
L1 query types resolved without human intervention
| Query type | Resolution method | Resolution rate |
|---|
| Modem / router configuration | Technical manual lookup | 94% |
| Slow broadband diagnosis | Protocol + real-time data | 88% |
| Tariff and billing clarifications | Commercial documentation | 97% |
| Known outage status | Incident database | 100% |
| Additional service activation | FAQ + internal policies | 91% |
GDPR and data security compliance
Telecom operators process data on millions of customers, making GDPR compliance non-negotiable. IgeraHospit is designed for regulated environments: data processed within the EU/EEA, pseudonymisation of customer identifiers, AES-256 encryption at rest and in transit. Interaction logs are retained in line with operator policies, with full audit trails for regulatory review under NIS2 and the Electronic Communications Code. IgeraLegal can further assist operators with regulatory document management across OFCOM, ICO, and Ofgem frameworks.
Is your team still spending 8 minutes per call asking "Have you tried turning it off and on again?"
IgeraHospit automates 90% of telecom L1 support. Accurate diagnosis, no waiting, 24/7.
Explore IgeraHospit for Telecom
Implementation roadmap: 5 steps to live deployment
1
Documentation audit
Catalogue all technical documents: manuals, guides, tariff sheets, FAQ, known issues. Typically 200–800 documents per mid-size operator.
2
Indexing and vectorisation
IgeraHospit ingests all documents, creates semantic embeddings and builds the searchable knowledge base. Completed in 2–5 days for typical document volumes.
3
Channel integration
Connect to WhatsApp Business, web chatbot, IVR, and internal agent desktop (CRM plugin). Standard API integrations take 1–3 weeks.
4
Pilot with 10% of traffic
Monitor resolution rate, CSAT and escalation triggers for 2 weeks. Tune confidence thresholds based on real interaction data.
5
Full rollout
Scale to 100% of qualifying queries. Human team refocuses on complex, high-value cases that genuinely require expertise.
// IgeraHospit Telecom — live diagnostic example
❓ "My broadband has been slow since yesterday afternoon — keeps dropping"
✅ "I've checked your line in real time: current speed 18 Mbps (contracted 100 Mbps), latency 145ms, packet loss 2.8%. Per protocol P-DSL-004 for your TP-Link XC220-G3v, this indicates 2.4 GHz Wi-Fi interference. Steps to resolve: [1] Open 192.168.1.1 → [2] Wireless → [3] Set channel to automatic → 5 GHz channel 36. Estimated time: 3 minutes. If unresolved, I can book a free engineer visit."
⏱ 8 seconds · 📄 P-DSL-004, TP-Link XC220 manual · 🚫 0 hallucinations
Summary: why IgeraHospit is the right choice for telecom support
- Indexes 400+ pages of protocols and technical manuals
- Resolves 90% of L1 queries without human intervention
- Diagnosis cites the exact technical manual section — no generic answers
- GDPR and NIS2 compliant for critical infrastructure operators
- Positive ROI within 30 days for operators of any size
- Pairs with IgeraLegal for regulatory compliance management and IgeraFincas for property portfolio management
Frequently Asked Questions
How does Telecom RAG differ from a standard chatbot?
Standard chatbots answer from a fixed FAQ or decision tree. RAG retrieves answers from the actual technical documentation in real time, providing precise, citable answers that update automatically when documents change. No retraining required for documentation updates.
Can it handle multilingual queries?
Yes. IgeraHospit RAG supports multilingual query matching — a customer can ask in Welsh about a document indexed in English and receive a correctly adapted answer. Operators can define preferred response language per channel.
What happens to queries the AI cannot resolve?
If the AI cannot find an answer with sufficient confidence, it automatically escalates to a human agent with the full diagnostic context already pre-populated — reducing agent handling time by 60–70% compared to a cold transfer.
How quickly can it be deployed?
Initial document indexing takes 2–5 days. Channel integrations (WhatsApp, web chat, CRM) require 1–3 weeks. A 2-week pilot phase follows. Full deployment is typically achieved within 4–6 weeks of project kick-off.
Is it compatible with existing OSS/BSS systems?
IgeraHospit integrates with standard OSS/BSS platforms, CRMs including Salesforce and Zendesk, and network monitoring systems. API integration with diagnostic platforms allows access to real-time customer line metrics.
Does OFCOM have specific requirements for AI in customer support?
OFCOM's General Conditions of Entitlement require that customers can always escalate to a human agent. IgeraHospit satisfies this: any query can be escalated on customer request. The system also maintains full interaction logs for OFCOM audit purposes. IgeraLegal can assist with ongoing OFCOM regulatory compliance documentation.
Article by Igera Solutions editorial team. Updated June 2026. Products: IgeraHospit — AI for technical support and compliance in regulated sectors. Also: IgeraLegal for regulatory document management and IgeraFincas for property management.
