AI strategy, opportunity sizing & ROI model
ServicesAI & Data
AI Solutions
AI Solutions that earns its keep.
TeleMatrix Global's AI Solutions service designs, builds and runs production AI products, copilots and automation inside your existing stack. Most AI projects fail at the integration, not the model, so we build in the guardrails and observability your security team will sign off on. A working pilot typically takes about six weeks; enterprise rollout takes months, not years.
ai-solutions / routerIllustrative
vendor-neutralrequest → router → model
claude-4.5-sonnet
0.84s
gpt-4o
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Eval gate
on
Citations
required
Router
per job
Always-on telemetryEval-first deliverySenior team only
Inside the engagement
What do you get when you hire TeleMatrix Global for ai solutions?
Ideal for
Leaders moving past pilots, operationalising AI inside the business.
Solution architecture (RAG, fine-tuning, agentic, hybrid)
Production engineering on OpenAI / Anthropic / open-weights
Evaluation harnesses, guardrails, prompt versioning
Cost, latency, and quality observability dashboards
Why TeleMatrix for this
Why do teams pick TeleMatrix Global for ai solutions?
Eval-first delivery. We build the test set before the system. Quality is measured every release, not estimated.
Vendor-neutral. We pick OpenAI, Anthropic, Gemini, or open-weights based on quality, latency, and cost, not contracts.
Privacy by construction. PII redaction, isolated tenancy, customer-managed keys, no training on your data unless contracted.
Cost as a feature. Token, GPU, and storage cost is tracked per agent and prompt, every week.
Senior product engineers. The same people who designed the system also operate it.
Stack we ship with
Vendor-neutral. Senior in every layer of your stack.
A representative slice of the tools we use for ai solutions. We meet your platform where it lives, and we work with many more.
OpenAI
Anthropic
Google Gemini
Llama 4
Mistral
LangChain
LangGraph
DSPy
Pinecone
Weaviate
pgvector
Modal
Vercel AI SDK
Datadog
Engagement timeline
How does a ai solutions engagement run?
A typical engagement looks like this. Faster, slower, or parallel tracks are all on the table when the work demands it.
Discover
Use-case, success metric, data inventory and red-team threats. Locked in week one.
Architect & evaluate
Reference architecture, eval harness on your data, baseline numbers.
Pilot
Working system on real users, gated by evals, instrumented for cost and quality.
Roll out
Hardening, on-call runbooks, observability, and a clear handoff plan.
How we run the work
Five phases. Same discipline, every engagement.
Discover
Goals, constraints, and the metric we're moving, locked in week one.
Plan
Architecture, scope, and a sprint plan you and your stakeholders can read.
Build
Senior teams ship in tight sprints. Demos every Friday, no surprises.
Launch
Hardening, eval, rollback plan, comms · a real launch, not a release note.
Operate
We measure, iterate, and keep the system improving long after handoff.
Outcomes
The targets we work towards.
Typical targets for ai solutions work, not guarantees. Your numbers will depend on starting point and scope. We agree the success metric in week one and report weekly against it.
- Business metrics, not vanity metrics. Reported weekly.
- Eval / QA gates every release.
- Access scoped to your engagement team, under your data policy.
6 weeks
to first working pilot
Eval-gated
every release, including prompt edits
Weekly
cost and quality review
Cited
answers carry their sources
FAQ
Questions teams ask before they pick us.
Don't see your question? Email support@telematrixglobal.com or message us on WhatsApp.
Senior people. The team that wins the engagement is the team you'll be working with. No bait-and-switch with junior staff after kick-off.
AI · in production
Built to survive Monday morning.
Real systems, not demos. Eval harnesses, guardrails, latency budgets, and clear rollback paths.
Related capabilities
Pairs well with
Further reading
More on AI Solutions
Key terms, defined
Let's build
Ready to engineer the next chapter of your business?
Tell us where you are, where you want to go, and the deadlines you cannot miss. We'll respond within one business day with a clear next step.
Direct line
support@telematrixglobal.com
+91 79808 07674
Office hours
Mon to Sat · 09:00 to 19:00 IST
Support runs 24/7.