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We design, build, and deploy custom AI agents for startups whose teams spend hours each week on research, document review, data extraction, and drafting. We pick the right model, ground it in your data, and integrate it into the tools you already use.
Founders, ops leads, and team leads at 10 to 150-person companies whose teams are spending hours on cognitive work that an AI agent could handle reliably.
- Hours lost each week reading, summarizing, or extracting data from documents and emails
- Off-the-shelf AI tools that don't fit the workflow.
- A custom AI build attempted in ChatGPT or Cursor that never made it into production.
Use case audit and agent design (weeks 1-2)Model selection and tool integration scoping
Custom agent build with prompts, tools, and guardrails
Evaluation across edge cases and high-volume scenarios
Documentation, Loom walkthrough, and live handover
- Use case map and agent specifications
- Custom AI agent built, integrated, and deployed
- Evaluation suite and prompt library
- Documentation, Loom walkthrough, and handover session
- 10 to 30 or more hours per week back in team capacity
- Consistent output quality across high-volume cognitive tasks
- AI deployed into your existing stack without replacing it
Agents that research prospects, accounts, or topics and write the findings into your CRM or doc. Your team stops manually opening 12 tabs.
Structured data extracted from PDFs, contracts, invoices, and forms. Output flows directly into your tools.
Inbound categorized, routed, and drafted before your team opens the inbox. They review and send.
Agents that research each lead and write the first draft of outbound. SDR-quality work at scale.
Answers to team questions pulled from docs, wikis, and past tickets. New hires ramp faster. Senior staff stop being interrupted.
Risky clauses flagged, key terms extracted, long documents summarized. Legal and ops review what matters.
Pull data from unstructured sources, structure it, and surface insights on schedule.
Ongoing evaluation, prompt updates, and edge case fixes on retainer. Agents drift when the work changes. We keep yours sharp.
Context pulled, agendas drafted, and action items logged before and after every call. Your team shows up informed and follows through without the friction.
"Working with Umair was steady and grounding. He brought care, professionalism, and calm focus to a demanding season. Grateful for what we built together and highly recommend him for reliable, clear operational support."
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