leapto.ai
Vertical expertise · Full-stack AI teams

AI transformation isn't easy. We make it easy — and affordable.

Deep expertise in your industry, combined with offshore teams that build end to end, from UX to agents and from the harness to the models.

  1. UX
  2. Apps
  3. APIs
  4. Agents
  5. Harness
  6. Models
  7. Data
Start a conversation → See what we've built

Today · rules

if subject ~ /invoice/i
regex → amount, date, vendor
if vendor ∉ lookup_table
→ manual queue (again)

After the leap · LLM flow

read any email, PDF or scan
LLM: classify + extract fields
validate against your schema
human review only when unsure
Illustrative: invoice intakeSame process. Fewer brittle rules.

Industries we know from the inside

AI only pays off when it fits how your business actually runs. These are the domains where we know the data, the workflows and the regulations.

Financial services

Funds, fintech & capital markets

HR & hiring

Recruiting, HR tech & workforce

Ad tech & marketing

Ads, growth & customer data

From UX to agents. From harness to models.

Most AI projects stall between a promising demo and a system people rely on, usually at the handoff between whoever designed it, whoever built the app and whoever wired up the model. One team owns every layer here, so one team is accountable for it working.

Our specialty

Deterministic workflows → LLM-based flows

We find the rule-heavy processes that break on every edge case, and rebuild them with LLMs, guardrails and evaluation, so they handle messy real-world input and tell you when they're unsure.

  • Document & email intake
  • Classification & routing
  • Agents with tool use
  • Evals & monitoring
Data solutions

Pipelines you can trust

Collection, cleaning, warehousing and delivery at production scale. The unglamorous foundation every AI system depends on.

  • Web data collection
  • ETL / ELT
  • Data APIs
  • Data products
AI solutions

Models that earn their place

Retrieval, ranking, prediction and generative features, measured against a baseline so you know what the AI is actually worth.

  • RAG & search
  • Conversational agents
  • ML ranking & scoring
  • Fine-tuning
Websites & apps

The product around it

Marketing sites, dashboards, web and mobile apps. Designed, built and shipped by the same team that built the AI inside them.

  • iOS & Android
  • Web apps
  • REST APIs
  • Dashboards
  • Marketing sites

Why it's easier with us

Vertical expertise

We know your industry

Financial services, HR and hiring, ad tech and marketing. We start from how your business actually works: its data, its workflows, its rules and its edge cases. Then we decide where AI belongs. Led by operators who have built and run AI products in production.

Full stack, end to end

One team, every layer

UX, apps, APIs, agents, the harness that runs them, the models underneath and the data they depend on. No handoffs between vendors.

Offshore economics

Affordable by design

Senior offshore engineers, with US-hours overlap for the calls that matter, at a fraction of the cost of an equivalent onshore team.

No black boxes

You own everything

Your code, your data, your models, your cloud accounts. Documented and handed over, so you're never locked in.

Your cloud, your models, your stack

We don't push a platform. We build on whatever you already run, or help you pick the right thing if you're starting fresh.

UX
User researchFigmaDesign systemsPrototypingConversational UX
Apps & web
iOS (Swift)Android (Kotlin)React NativeNext.jsReactTypeScript
APIs & backend
REST APIsGraphQLPythonNode.jsJavaPostgres
Agents
Conversational agentsTool-using agentsRAGStructured extractionVector search
Harness
Agent SDKsMCPLangGraphOrchestration & memoryEvals & guardrailsObservability
Models
OpenAI GPTAnthropic ClaudeGoogle GeminiOpen-weight: Llama, Mistral, Qwen, DeepSeekFine-tuningSelf-hosted inference
Cloud
AWSGoogle CloudMicrosoft AzureOracle CloudOn-prem & private cloud
Data
Apache HadoopApache SparkApache KafkaApache AirflowdbtSnowflakeBigQueryDatabricks

Start small. Prove it. Then scale.

You don't need a transformation roadmap to begin, just one workflow that's costing you time.

  1. Scoping call

    We look at your workflows and data together and pick the one where AI will pay off fastest. No charge.

  2. Fixed-scope pilot

    A defined deliverable at a fixed price: one workflow, rebuilt and measured against how it runs today.

  3. Dedicated team

    If the pilot pays off, we put a dedicated team on the next workflows, the data platform and the apps.

Things we've built

Built and running in production, with the same team, stack and standards we bring to client work.

AIFuture

aifuture.org ↗

A platform that helps people and teams prepare for an AI-first future, curating AI news and developments into something readable.

LLM summarization · content pipelines · web platform

To view our entire offshore portfolio, contact us.

We'll walk you through the projects most relevant to your industry on a quick call.

Request the portfolio →

Pick one workflow. We'll show you the leap.

Tell us what's slow, manual or held together with rules. We'll reply within one business day with how we'd approach it.

Email us hello@leapto.ai Or write to us from your usual mail app.