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AI Solutions

Production AI,
not science fair demos.

We design and ship AI systems that survive Monday morning — with evals, guardrails, observability, and the boring infrastructure that makes AI actually work.

AI Agents

Multi-agent systems with tool use, memory, and observability. Ship real autonomy, not demos.

Conversational AI

Branded support, sales, and internal assistants — grounded in your docs and integrated with your stack.

Automation

AI workers that replace busywork — document AI, workflow engines, revenue ops, ticket triage.

Models & routing

OpenAI, Anthropic, Mistral, Llama, on-prem. We route, evaluate, and cost-optimize across providers.

Guardrails & evals

PII redaction, refusal policies, content filters, eval harness — production-grade safety from day one.

AI observability

Live dashboards for cost, latency, accuracy, and drift. You can't improve what you can't see.

AI you can actually deploy

AI that ships,
not AI that demos.

We engineer production AI systems with retrieval, evals, guardrails, and observability — so the model you launch is the model you trust.

  • Multi-agent orchestration
  • RAG with eval harness
  • Model routing & fallback
  • PII redaction & guardrails
  • Fine-tuning & LoRA
  • On-prem deployment
nexum.ai/agent
v1.4 · production
Prompt
Response · Risk summary
thinking…
  • LiabilityClause 14.2 caps liability at fees paid — non-standard for enterprise.
  • Auto-renewRenewal opt-out window is 7 days; recommend negotiating to 30.
  • IPBackground IP retained; foreground IP transfers on full payment.
Capabilities

The full AI stack, owned end-to-end.

We don't pick favorites. We pick what works — for your data, your latency budget, and your compliance posture.

Retrieval
Vector + hybrid search · BM25 · re-ranking · semantic chunking
Memory
Short / long-term · episodic · vectorized · structured KV
Tools
Function calling · code interpreter · web · DB · custom APIs
Eval
LLM-as-judge · golden sets · regression suites · canary cohorts
Deploy
Edge · serverless · containers · on-prem · air-gapped
Compliance
SOC2 · HIPAA · GDPR · PII redaction · audit trails
Now accepting Q3 engagements

Let's build something
people remember.

Book a 30-minute call with a founder. Walk away with a sharper plan — whether or not you hire us.