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  3. Estix.ai — product from scratch
SaaS · Web productFull-cycle development8 months · ongoingOctober 2025 — ongoing

Estix.ai — a project estimation product from idea to public launch.

We built a SaaS for statistical PERT project estimation with AI assistance. Full cycle: architecture, design system, frontend, backend, integrations with AI agents, and launch.

Результати · Слайд 1 з 3
Estix.ai — Project Info: project metadata, estimation unit, confidence target, team profile
Estix.ai — Scope & Estimate: scope structure and three-point estimates
Estix.ai — Total Projected: final estimate with confidence breakdown
Client
Estix.ai
Niche
SaaS · Project estimation · Productivity
Period
October 2025 — ongoing
Service
Full-cycle web development
01 — Challenge

Build a product that replaces spreadsheets.

Estix.ai came in with a clear idea: teams still estimate projects in spreadsheets, lose data, and can't justify the numbers to clients. They needed a full-fledged SaaS where the entire process — from brief to final estimate — happens in one place.

Estix.ai came to us not with a marketing request, but with a product one: build a SaaS from scratch. The team had a clear vision of a product that would replace chaotic spreadsheets with a structured workspace powered by PERT methodology (three-point estimates) and an AI assistant that generates scope from a plain-text brief.

The task for our team — close the full cycle: architecture, design system, frontend, backend, authentication, integrations with AI agents, result export, share-link, billing. And do it at an iteration tempo that allows shipping updates weekly.

The team didn’t need outsource development — they needed a product partner that fully owns the technical side.

The starting constraints were specific:

  • 01A stack of modern tools. Next.js 16, TypeScript, server components, modern rendering architecture.
  • 02AI agents as a first-class citizen. Integration with agentic tools not as a one-off feature, but as part of the user workflow.
  • 03Calculations transparent to the user.Every number in the product is based on the open PERT formula, without «magic coefficients».
02 — Approach

How we built the product.

We worked as a product team, not as a contractor. We split the work into phases with regular releases, focused on letting the user close the full path — from brief to PDF export — in a single day.

Phase 1 — Architecture and foundation. Set up the monorepo, picked the stack (Next.js 16 App Router, TypeScript, Postgres, server actions), built the authentication system, the Project → Scope → Tasks data models, and a design system with a signature cream/coral palette.

Phase 2 — Estimation engine. Implemented the statistical PERT logic (tE = (O + 4M + P) / 6, σ, P50/P80/P95 confidence targets), estimate composition (Dev + Discovery + PM + QA + Contingency), and live calculations with reactive updates.

Phase 3 — AI assistant. Integrated AI agents to generate scope from a pasted brief, with automatic breakdown into leaf tasks and suggestions for each task.

Phase 4 — Share & Export. Export to PDF/HTML/Excel, share-link with server rendering for read-only views, stakeholder-friendly format.

We work in a continuous cycle: weekly releases, joint planning sessions, a direct channel with the client’s product team.
Виконані послуги

What we actually delivered.

Five key directions that together produced a full-fledged SaaS product.

//01

Architecture and stack

Next.js 16 App Router + TypeScript + Postgres + server actions. Monorepo with a clear structure, optimized for team scale.

//02

Design system and UI

Custom design system with a cream/coral palette and typographic detailing (italic display, serif accents). Responsive on every device.

//03

PERT estimation engine

Three-point estimates with live σ calculation, P50/P80/P95 confidence targets, and estimate composition (Dev + Discovery + PM + QA + Contingency).

//04

AI assistant

Integration with AI agents: automatic scope generation from a brief, suggestions for each leaf task, controlled workflow with manual override.

//05

Share & Export

PDF/HTML/Excel export, share-link with server rendering for stakeholders, authentication with role-based access, billing integration.

Результати

A product in live development.

Work has been running since October 2025. Below are the key milestones based on the product’s current state.

0 → 1
Product from scratch. From idea to the publicly available product estix.ai.
8 mo
Of continuous development. Since October 2025 — weekly releases and new features.
Full-cycle
In-house team. Architecture, design, frontend, backend, AI integrations.

Product features: at a glance

As of June 2026
AreaWhat’s builtStack
Project workspaceProject info, scope tree, three-point estimates, live confidenceNext.js 16 + server actions
AI scope draftPasted brief → AI breakdown into leaf tasks → suggestions for eachAI agents (Cursor, Claude, Copilot)
PERT enginetE = (O + 4M + P)/6, σ, P50/P80/P95 confidenceTypeScript + reactive store
Export & SharePDF / HTML / Excel + secure share-linksServer rendering, role-based access
Auth & billingEmail-based auth, free plan, paid tiersStripe + secure session management
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Bolt
Lancetclinic & lab
TWOGIRAFFES
БІКБУД·ІНВЕСТ·КОМ
вухо.ком
RELOCATE
BRBARBERIS
MRPL ITCluster
КВІТУЄ
CCENTRPACK
WELLDNEPARTS
to you with love…FB-FLOWERS
LITO
UkrainArt
WELLDONEWYNAJEM BUSÓW
FLRSAREUS
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