AI & Automation
AI & Automation should feel predictable: clear scope, fast delivery, and a path to production. We help founders and teams ship a measurable MVP in ~30 days, then iterate toward a stable, scalable product.
Who it’s for
- Founders validating demand with a tight budget
- SMEs modernizing a legacy feature or workflow
- Product teams needing an execution boost (UI, backend, infra, automation)
What you get
- A scoped MVP slice and roadmap for the next 60–90 days
- Clean architecture boundaries and a maintainable codebase
- CI/CD pipeline and repeatable environments (dev/stage/prod)
- Basic observability (logs/metrics/errors) so you can operate confidently
- Documentation: setup, runbook, and handover notes
What we focus on
- LLM features with guardrails and auditability
- RAG on your docs/data for trustworthy answers
- Workflow automation (support, ops, sales) with measurable ROI
- Evaluation + logging so the system improves safely
How we move fast (without shortcuts)
- Reusable building blocks (auth, dashboards, admin, billing) to avoid reinventing basics
- Small PRs + weekly demos to keep feedback tight and risk low
- Automated checks (lint/tests) and gated CI to prevent regressions
- Pragmatic scope control: ship the smallest version that can be measured
- AI-assisted workflows where it saves time (without compromising security)
Common pitfalls we prevent
- Over-scoping: too many features before validating demand
- No tracking: shipping without measurement
- Unclear ownership: nobody knows who decides
- Hard-to-change UI: no tokens/components, everything custom
Typical tech choices
- TypeScript
- React
- Next.js
- Python
- Go
- Rust
- PostgreSQL
- Redis
- Docker
- Kubernetes
- Terraform
- CI/CD
- OpenTelemetry
- Prometheus/Grafana
- Sentry
Typical timeline (30-day MVP)
- Week 1: scope + architecture + prototype (if needed)
- Week 2: core features + first demo + tracking baseline
- Week 3: iterations + performance + tests for critical paths
- Week 4: hardening + release + handover + roadmap
Engagement models
- Fixed-scope MVP: clear deliverables, fast timeline
- Sprint-based delivery: flexible scope with weekly outcomes
- Targeted boost: UI system / DevOps / AI automation audits and fixes
FAQ
How fast can you start?
Usually within a few business days after we agree on scope and get access to required systems.
Do you really deliver an MVP in 30 days?
Often yes for a well-scoped MVP. If the domain is complex, we propose a phased plan with clear milestones.
What do you need from us?
A decision owner, quick feedback on demos, and access to existing docs/prototypes/repositories.
How do you keep quality high while moving fast?
Small increments, automated checks, CI/CD, observability, and clear acceptance criteria.
Next step
Send a short brief (goal, audience, constraints). We’ll reply with an MVP slice, a delivery plan, and an estimate.
Ready to move fast?
Email pointsgrow@gmail.com with your goal and constraints. We’ll reply with a plan and estimate.
AI i automatizacija
AI i automatizacija treba da bude predvidiv: jasan scope, brza isporuka i put do produkcije. Pomazemo timovima da isporuce merljiv MVP za ~30 dana, a zatim da iteriraju do stabilnog proizvoda.
Za koga je
- Osnivaci koji validiraju potraznju uz ogranicen budzet
- SME koje modernizuju legacy funkciju ili proces
- Produkt timovi kojima treba boost (UI, backend, infra, automatizacija)
Sta dobijate
- Definisan MVP slice i roadmap za narednih 60–90 dana
- Ciste arhitektonske granice i odrziv kod
- CI/CD i ponovljiva okruzenja (dev/stage/prod)
- Osnovni observability (logovi/metrike/errori) za siguran rad
- Dokumentacija: setup, runbook i handover
Na sta stavljamo fokus
- LLM funkcije uz guardrails i auditability
- RAG nad dokumentima/podacima za pouzdane odgovore
- Automatizacija procesa (podrska, ops, sales) uz merljiv ROI
- Evaluacija + logovanje da sistem bezbedno napreduje
Kako radimo brzo (bez precica)
- Provereni building blokovi (auth, dashboardi, admin, billing) da ne izmisljamo osnove
- Mali PR-ovi + nedeljni demo da feedback bude brz i rizik nizak
- Automatske provere (lint/testovi) i CI gate-ovi protiv regresija
- Kontrola scope-a: isporucimo najmanju verziju koja se moze meriti
- AI-asistirani workflow gde stedi vreme (bez ugrozavanja bezbednosti)
Tipicne greske koje sprecavamo
- Prevelik scope: previse funkcija pre validacije
- Bez trackinga: isporuka bez merenja
- Nejasan ownership: ko donosi odluke?
- Tezak UI: bez tokena/komponenti, sve custom
Tipicni tehnoloski izbori
- TypeScript
- React
- Next.js
- Python
- Go
- Rust
- PostgreSQL
- Redis
- Docker
- Kubernetes
- Terraform
- CI/CD
- OpenTelemetry
- Prometheus/Grafana
- Sentry
Tipican vremenski okvir (MVP 30 dana)
- Nedelja 1: scope + arhitektura + prototip (po potrebi)
- Nedelja 2: core funkcije + prvi demo + tracking osnova
- Nedelja 3: iteracije + performanse + testovi kriticnih tokova
- Nedelja 4: stabilizacija + release + handover + roadmap
Modeli saradnje
- Fixed-scope MVP: jasni deliverables i brz rok
- Sprintovi: fleksibilan scope uz nedeljne rezultate
- Targeted boost: audit i popravke UI sistema / DevOps / AI automatizacije
FAQ
Koliko brzo mozete da krenete?
Obicno u roku od nekoliko radnih dana nakon sto uskladimo scope i dobijemo pristup potrebnim sistemima.
Da li zaista isporucujete MVP za 30 dana?
Cesto da, kada je MVP dobro definisan. Ako je domen slozen, predlazemo fazni plan sa jasnim milestone-ima.
Sta vam je potrebno od nas?
Owner odluka, brz feedback na demo i pristup postojecim dokumentima/prototipima/repozitorijumima.
Kako odrzavate kvalitet dok radite brzo?
Mali koraci, automatske provere, CI/CD, observability i jasni kriterijumi prihvatanja.
Sledeci korak
Posaljite kratak brief (cilj, publika, ogranicenja). Vracamo se sa MVP slice?om, planom isporuke i procenom.
Spremni za brz start?
Pisite na pointsgrow@gmail.com (cilj i ogranicenja). Vracamo se sa planom i procenom.