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Our tech stack. opinionated for real estate

What 100+ operators chose when their agency partnered with us. Eight stack categories, the specific tools we pick, when we deviate, and what we never ship. Even when clients ask for it.

Frontend

Where buyers + tenants + brokers + investors actually meet your platform. The single biggest leverage point on conversion.

  • Next.js (App Router)

    Server components + streaming + ideal Lighthouse + great SEO/AEO surface.

  • React 19

    useActionState, streaming SSR, server actions for fast forms.

  • Tailwind CSS 3

    Operator dashboards stay consistent without a design-system maintenance tax.

  • TanStack Query

    Where data fetching gets richer than RSC alone. Investor portals, dashboards.

  • Lucide React

    Open-licensed icons; no per-use licensing.

When we deviate

We deviate to React Native (mobile resident apps) and to plain HTML for ultra-light landing pages where 60ms TTFB matters more than componentisation.

Backend + database

Boring stack that ages well. Postgres for everything that matters; Redis where speed matters.

  • Node 20+

    Long-term support, native fetch, ESM. Same runtime as Next.js.

  • Postgres 16

    Relational + JSONB + full-text + pgvector for AEO embeddings.

  • Redis

    Inventory caching, session store, rate limits, BullMQ queues.

  • Prisma OR Drizzle

    Per project. Prisma for fast iteration, Drizzle for query control.

  • Resend

    Transactional email with React templates.

When we deviate

We deviate to MongoDB only when content modelling is genuinely document-shaped (CMS-heavy projects). We avoid Firebase + Supabase Auth at scale; auth lives close to your auth model.

AI + agents

Production AI for real-estate operators. Agents, RAG, valuation, lead qualification. Model-portable; not vendor-locked.

  • OpenAI GPT-4o + GPT-5 (when available)

    Reasoning + multimodal. Default for agents.

  • Anthropic Claude 3.5 / 4

    Long-form drafting + safer agent behavior.

  • Google Gemini 1.5

    Long-context retrieval + cost-effective at scale.

  • Llama 3.1 / Mistral (open-weight)

    Self-hosted for data-residency-strict deployments.

  • pgvector + Voyage embeddings

    RAG over your CMS + CRM + inventory.

  • LangSmith + Helicone

    Eval suites + cost dashboards. Not optional.

When we deviate

We deviate to fine-tuned open-weight models when data residency demands it (DIFC, ADGM, EU healthcare-tech adjacent).

Real-estate integrations

The integrations every operator hits eventually. We've shipped each more than 5 times.

  • ATTOM Data

    Property + parcel + transaction data. US.

  • CoreLogic / Estated

    AVM data + comps.

  • RESO / RETS / IDX

    MLS data exchange. US brokerage.

  • Hostaway + Mews

    PMS for coliving + serviced apartments.

  • RERA portal feeds

    Project compliance. India.

  • Twilio + Gupshup + Meta Cloud API

    WhatsApp + SMS for India + UAE conversion.

When we deviate

We deviate per-region. Telr / PayTabs in GCC, Razorpay X in India, Stripe Connect for marketplaces in US/EU.

Payments

Per-region. Splits per marketplace. Refundable + non-refundable handled correctly.

  • Stripe

    Default for US + EU + global.

  • Razorpay + Razorpay X

    India. Payments + payouts.

  • Telr + Network International + PayTabs

    GCC payment gateways.

  • Stripe Connect

    Marketplace payment splits + escrow.

  • Plaid + AccountKit

    ACH + bank-account verification. US.

When we deviate

We deviate when local rails matter. UPI for India consumer flows, Mada for KSA, Apple Pay / Google Pay native on every region.

Hosting + infrastructure

Deploy to your cloud, your data residency, your control plane. Not ours.

  • AWS (default)

    ECS / Fargate + RDS + S3 + CloudFront. SOC 2 inherits.

  • GCP

    Where Vertex AI + BigQuery are the right answer.

  • Azure

    Enterprise clients with existing M365 footprint.

  • Vercel

    For pure marketing-site builds when ops complexity isn't justified.

  • CloudFront / Cloudflare CDN

    Asset + image optimisation + ESI fragments.

When we deviate

We deviate to Vercel-only for sub-USD-25K marketing-site engagements where the team won't run infra long-term.

DevOps + observability

Without observability, AI cost + production bugs are invisible. We ship it day one.

  • GitHub Actions

    CI/CD + preview env + production gates.

  • Terraform + Pulumi

    Infra-as-code for all non-trivial deployments.

  • Datadog OR Sentry + Logflare

    Monitoring + APM + error tracking. Datadog at scale; Sentry early.

  • PostHog

    Product analytics + feature flags + session replay.

  • LangSmith / Helicone

    AI cost + eval observability.

When we deviate

We deviate to the operator's existing stack when they have one. Never re-platform observability for the sake of it.

Analytics + reporting

What gets measured gets shipped. Per-asset, per-tenant, per-broker. Not aggregate dashboards that nobody reads.

  • PostHog

    Self-host-able product analytics.

  • Google Analytics 4

    Web + ads + conversions where the operator already runs them.

  • Mixpanel

    Funnel analysis on multi-step booking flows.

  • Recharts + D3

    Embedded operator + investor dashboards.

  • BigQuery / Snowflake

    When portfolio analytics needs SQL-grade data.

When we deviate

We deviate to Tableau / Power BI when the operator's BI team already lives there. Don't fight existing skill sets.

What we never ship

Six tools we've left out on purpose

Opinionated stacks have a "no" list. Here's ours. What we decline even when clients ask for it, and why.

  • WordPress

    Plugin-driven SEO/AEO ages badly; security surface explodes; performance ceiling is too low for AEO.

  • Generic LLM wrappers

    Per-token markup vendors with no eval suite or cost guardrails. You'd own none of the prompts.

  • Off-the-shelf real-estate CRMs (Lofty, BoldTrail) at scale

    Vendor lock + per-seat licence + no AEO surface. Fine for first 5 brokers, painful past 50.

  • Templated SaaS site builders (Luxury Presence, Squarespace, Wix)

    You don't own the code. SEO is generic. AEO is invisible.

  • Firebase Auth at production scale

    Vendor coupling + limited auth model + token-refresh edge cases. Roll auth on your stack.

  • Mongo for operator-of-record data

    Eventual consistency + denormalization-as-a-feature is the wrong default for real-estate inventory + finance.

Stack-curious? Talk to engineering

Bring your tech-due-diligence questions. We'll walk through architecture, cost guardrails, observability, and where we'd deviate for your specific operator profile.

Book an architecture call