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Custom AI Agents

Bots that read, think, and act on your behalf.

We connect your business to advanced LLMs and build agents that handle multi-step work end to end. Not chatbots. Coworkers made of code.

Live demo

An agent on the job.

Watch a real operations agent take instructions, reason about what to do, call its tools, and report back. No scripted responses. The agent decides each step.

Connected through APIs to your CRM, your inbox, your billing, your reporting stack. It pulls data, makes decisions, takes actions, flags exceptions for human review.

Reasoning. Tool use. Autonomy. 24/7.

Operations Agent
Online · executing
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Any frontier model. Picked per job.

We don't lock you to one provider. Pick whichever model fits the task, the budget, the latency, the privacy posture. We route through the right SDK and design so models are swappable when better ones ship.

Anthropic
Claude
Long context, careful reasoning, doc analysis. Our default for production agents.
Read this 80-page MSA. Find every termination clause.
Found 4. Two require 90-day cure, one for-cause only, one auto-renews unless 60-day notice. Page refs attached.
Google DeepMind
Gemini
Multimodal, code-heavy work, deep Google ecosystem integration.
What's wrong in this dashboard screenshot?
Q3 churn jumped to 3.2% (was 2.8%). MRR dip aligns with SMB cohort losing the Acme contract. Flagged 2 anomalies.
OpenAI
GPT-5
General-purpose, broad tooling, where OpenAI's ecosystem already lives.
Draft a refund email and issue the Stripe credit.
Email drafted, tone-matched to prior thread. Stripe credit issued: $128.40. Both queued for your approval.
xAI
Grok
Real-time web context, X integration, fewer guardrails for research.
Spot price for H100 GPUs right now?
$2.18/hr averaged across 4 providers (last 5 min). Trending down 6% this week. Lambda lowest at $1.99.
DeepSeek
DeepSeek V3
Strong reasoning at a fraction of the cost. Self-hostable.
Route A saves 12% but adds 3 days. When does A win on $8k orders?
A wins when carry cost < 8% of order value. Threshold: orders above $24k inventory cost OR low-margin SKUs.
Meta
Llama
Open weights. Run on your own infra when data can't leave.
Process these patient records. Cannot leave premises.
Running on local GPU. 1,420 records de-identified, structured to FHIR. Output written to /secure/staging.
Mistral
Mistral Large
European hosting, strong at code, cost-efficient at scale.
Write a Playwright scraper for invoices behind login.
Done. Auth flow, MFA fallback, retry on stale session. 200 lines, EU-hosted run, GDPR audit log enabled.
Alibaba
Qwen
Open weights, strong multilingual, competitive on benchmarks.
Translate this Mandarin complaint. Draft a reply.
Customer flags shipping delay on order #18. Reply drafted in Mandarin + English. Refund offered, escalation flagged.

Want a model not listed here? We'll wire it in. New ones ship every few weeks and we keep up.

How it works

From discovery to deployed.

Step 1

Map the role

We sit with the human currently doing this work. We document inputs, decisions, exceptions, and what "done" looks like. The agent's job description.

Step 2

Define the toolbelt

Every API the agent can call. Every system it can read. Every action it can take. Permissions tight, scope explicit.

Step 3

Prompt and evaluate

We write the system prompt, build a test set of real cases, and iterate until the agent passes the bar a human would set.

Step 4

Deploy with guardrails

Logged. Rate-limited. Human-in-the-loop on high-stakes actions. Alerting when something looks off. Failure modes documented.

Ongoing

Tune and grow

Models improve. Your operation evolves. We update prompts, add tools, swap models when better ones drop. Optional monthly support.

What it handles

The cognitive grunt work.

Inbox triage

Reads incoming email, classifies, routes, drafts replies, escalates urgent items.

Quote generation

Reads the inbound, pulls product data, applies pricing rules, drafts the quote.

Customer research

Pulls company data, news, recent posts. Gives sales a one-pager before the call.

Document review

Reads contracts, surfaces risks, compares to your standards, flags exceptions.

Report assembly

Pulls metrics from every tool, writes a narrative summary, ships on schedule.

Exception handling

Watches for the weird stuff. Stripe webhook failures, SLA misses, anomaly patterns. Acts or escalates.

Engagement

Custom-built. Production-grade.

Custom AI Agent

One agent, one role, end to end

Discovery, build, eval, deploy. You own the code, the prompts, the eval set.

Custom scoped to operation

  • Discovery interview with current operator
  • Tool integration (CRM, inbox, billing, custom APIs)
  • Eval set built from real historical cases
  • Production deployment with logging and alerting
  • Human-in-the-loop on high-stakes actions
  • Full ownership: code, prompts, evals
  • Optional monthly tuning + model upgrades
Scope an Agent

Hire the agent. Skip the headcount.

You focus on running the business. The agent handles the cognitive grunt work.

Start a Discovery