We align modern AI APIs with your business goals.
GPT, Whisper, Stable Diffusion, LangChain, Pinecone—
delivered as reliable, maintainable production systems.
Not just calling APIs—architected for reliability, cost control & scale.
Design starts from measurable business outcomes—not raw feature lists.
Orchestrated multi‑step pipelines: input → processing → output automation.
Persist inputs & outputs with filtering, traceability & governance.
Vector DB ingestion + contextual GPT retrieval for grounded answers.
Call patterns & usage forecasting for predictable OPEX.
Prompt strategy + fallback handling for consistent quality.
Normalize & clean text / image / audio before inference.
Filter, rank & structure raw AI outputs for production UX.
We architect & integrate the right AI APIs for each objective.
Below are example scopes and indicative pricing.
Type | Description | Development | Review | Estimate |
---|---|---|---|---|
AI Demo Web App (1 Page) |
Single‑purpose presentation demo
Ex) Image moderation, summarizer, CV generator, speech→text |
3 days | 1 day | $3,000USD |
AI Feature MVP |
User input → AI output generation
Ex) AI chatbot, product description generator, translation hub |
7 days | 3 days | $5,000USD |
AI Chaining Automation MVP |
Multi‑API orchestration pipeline
Ex) Image→text→summary, Whisper→GPT→summary + DB |
10 days | 5 days | $10,000USD |
Full AI‑Integrated MVP |
User/admin separation + billing, analytics, RAG search
Ex) GPT response mgmt + vector search + Stripe + admin dashboard |
14 days | 7 days | $15,000 ~ 20,000USD |
Representative AI feature patterns we build and productionize.
Automated drafting of emails, resumes & business plans
Convert meeting audio into transcripts & summaries
On‑demand image generation with Stripe‑based billing
Vectorized PDF / DOC knowledge with semantic Q&A
Hybrid GPT + DeepL multilingual content platform
End‑to‑end meeting note automation with summarization
Extract text from scans/images then provide AI summary
Internal Slack AI copilot linked to your knowledge
Transparent, time‑boxed stages from first contact to stable launch.
Key questions clients ask before engaging: scope, timeline, cost control & delivery model.
From complex multi‑API orchestration to focused automation—
we help you ship reliable, outcome‑driven AI fast.