Service 01 AI Development / SES

Build the AI core
of your business.

AI applications, SaaS, and internal tools — from concept to operation. An AI-native development stack delivers production-grade implementations in short cycles. Monthly retainer contracts available, with team scaled flexibly to scope.

What we're typically asked to build

    Process-automation AI agents Internal knowledge search AI chatbots Proposal & meeting-note automation OCR & document processing AI features added to existing systems PoC-to-production hardening

Process

STEP 01

Decompose

Interview-driven decomposition (÷) of the problem. Clarify goal, success metric, and scope.

STEP 02

PoC build

Working PoC built early. Tangible enough to make trade-off decisions before locking the production design.

STEP 03

Production build

Quality, security, and operational load are designed in parallel as we ship to production.

STEP 04

Operate & iterate

Continued partnership on retainer. Monthly feature additions (+) driven by real usage data.

Case Examples

Themes we deliver on

From basic process efficiency through complex data platforms and RAG systems — we cover a broad range of AI implementation themes.

Enterprise / Large-scale RAG

RAG platform across hundreds of thousands of documents

A RAG platform built on hybrid search (vector + keyword) with re-ranking, designed for technical documentation, contracts, and specifications. Access permissions, update operations, and answer audit logs are all part of the design.

Manufacturing / Multimodal

Multimodal AI for drawings and field photos

Multimodal search across CAD drawings, on-site photos, and technical specs, plus auto-generated reports. Substantially raises the decision-speed of manufacturing operations.

B2B SaaS / AI Agent

In-house AI agent for cross-tool execution

AI agents that autonomously coordinate across CRM, email, and SaaS APIs. We carry prompt management, tool permission boundaries, and cost optimization into a real operating design.

Data platform / DWH × AI

AI analytics platform unifying structured and unstructured data

DWHs (BigQuery / Snowflake) extended with vectorized meeting notes, emails, and PDFs. Text-to-SQL lets the business side query in natural language.

Finance / Legal AI

Contract review & risk extraction AI

Auto-extracts clauses from contracts and policies, detecting risky terms and deviations from your standard templates. Substantially reduces first-pass review time. Internal-policy compliance checks included.

Process automation / Integrations

End-to-end meeting-note, proposal, and FAQ automation

From sales-call recordings to meeting notes to proposal drafts to CRM updates — fully automated. Drives sales-ops effort close to zero while accumulating institutional knowledge.

These are representative themes. We also take on custom development matched to your business. Detailed estimates are shared on the first call.

Insights

Related columns on AI development

Quote breakdowns, failure patterns, and the conditions for shipping PoCs to production — written from the field.

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Next Step

Start with a 30-minute online call.

Share the outline of the problem, what you want to achieve, and your budget range. The first call is free, with a briefing deck delivered in advance.

Request a 30-min sounding-board call