From the dinosaur age to the agentic age.
Tekvo builds complete AI ecosystems for small and mid-size companies — the agents, the data underneath, and the systems around them. Not a pilot, not a chatbot bolted onto old software. The whole operating layer, live in weeks.
- 40+
- Companies modernized
- 20–500
- Headcount we build for
- 3 wks
- Pilot to production
Legacy workflow → agent network
- inspirata
- carbonhound
- rise
- mcan
- finobuddy
- tigertest
- ecomlog
Five layers of an AI ecosystem
Enterprises buy all five separately and wait two years. We build them together, sized for a company of 20 to 500 people, and turn them on in weeks.
- 01
Agent orchestration
Planners, tool routing, and multi-agent handoff with deterministic fallbacks when the model is unsure.
LangGraph · MCP · Temporal - 02
Retrieval & knowledge
Hybrid search, chunking strategy, and citation plumbing so answers can always be traced to a source.
pgvector · OpenSearch - 03
Memory engineering
What the system keeps between runs — working state, episodic history, and org knowledge, with explicit forgetting rules.
Redis · Postgres · TTL policy - 04
Evals & observability
Golden sets, regression gates in CI, and per-run traces on cost, latency, and quality.
Braintrust · OTel - 05
Data & MLOps
Contracts, streaming ingestion, feature stores, and deployment paths that survive a model swap.
Kafka · dbt · Ray
You don't need an AI team. You need a TekPod.
A TekPod is Tekvo’s standing team for your company. Bring us the workflow: we stand up the GPU and cloud infrastructure in your account, build the agents for your use cases, and run the whole thing in production — one pod, one monthly price, no ML hires.
Foundation
We stand up the infrastructure in your cloud account — sized to your workload, not an enterprise template.
- GPU capacity, reserved or on-demand
- Cloud landing zone + IaC
- Model gateway and routing
- Data pipelines and vector store
- Security, SSO, audit logging
Implement
We build the agents for your use cases on top of that foundation, one workflow at a time.
- Workflow forensics and scoping
- Agent orchestration and tools
- Eval harness before release
- Integration with your systems
- Human-in-the-loop interfaces
Run
We operate the system in production — on-call, evals, upgrades, and cost control every month.
- 24/7 monitoring and on-call
- Monthly eval and drift reviews
- Model upgrades and A/B testing
- GPU and token cost tuning
- New use cases on the same base
What you never have to do
- Hire an ML platform team
- Run a 9-month procurement cycle
- Build a model gateway from scratch
- Own the GPU capacity problem
- Staff a 3am on-call rotation
- Rebuild when the model changes
TekPod use cases running today
- Support resolution
- Invoice and AP processing
- Quote generation
- Inventory exceptions
- Contract review
- Field service triage
- Lead qualification
- Compliance checks
Your cloudYour data, your repo, your account. We operate it — you own it.
The anatomy of an agent we'd put in production
Perception
Normalized inputs from documents, events, APIs, and user intent — resolved into typed state before a model ever sees it.
Planning
Task decomposition with explicit budgets for steps, spend, and time. Loops terminate by design.
Action
Tools are contracts, not prompts: typed, permissioned, idempotent, and independently testable.
Memory
Short-term working state separated from durable organizational knowledge, with explicit forgetting rules.
Judgement
Every run scored against a golden set. Regressions block the deploy the same way a failing test does.
Selected work
How an engagement runs
Fixed-length sprints, one accountable TekPod, working software at the end of every one. No discovery theatre.
Start a scoping call- WK 0–2
Scope and instrument
We map the workflow, find where judgement actually happens, and baseline it. Nothing is automated before it is measured.
- WK 3–6
Build the thin vertical
One narrow path, end to end, in your infrastructure — with the eval harness written before the agent.
- WK 7–10
Harden and widen
Guardrails, escalation paths, cost controls, and the observability your on-call team needs at 3am.
- ONGOING
Operate or hand over
We run it with you, or train your team and leave. Both paths end with documentation you can act on.
Tekvo shipped an agent into our claims flow in seven weeks. The part nobody else offered was the evaluation harness — that's what got it past compliance.
- 71%
- Claims triaged without a human
- 7 wks
- Pilot to production
- 0
- Policy breaches in 14 months
- 4.9/5
- Adjuster satisfaction