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© 2026 Postdata AI. All rights reserved.

PostdataAI Pty Ltd·ABN 97 688 913 340·ACN 688 913 340·NSW 2010, Australia

Reach beyond the known

Search & Score

We build ML systems that find the best option among millions and score it. For product teams and software agencies.

Clutch 5.0 / 5.011 verified reviews
Clients
  • WKO Inhouse
  • Mission Mobile
  • The Kyiv Independent
  • MD Finance
  • The BUENO Group
Partners

Agencies and consultancies bring us in as their technology partner for search and scoring. Pre-sale help for agencies →

  • pygio
  • S-PRO
  • KITRUM
  • Xenoss
  • The App Solutions
  • Etijah
  • Manuka AI ANZ

Where can we help?

Anywhere you need to find the few right options among millions and score them:

E-commerce & Media
find the right product or article and rank it for each user.
Finance
score every applicant and every transaction.
Logistics & Mobility
find the best route for a rider, a vehicle or a fleet.
Construction
find where the build diverges from the plan and score the progress.
01

Search

Find the best option among millions.

What do good RAG and Google Maps have in common? Both search over a data structure and find the best match: the best document or the best path. API calls will give you an answer. To find the right one, you should go deeper. Search is math, not magic. We do the math.

  • RAG
  • Site Search
  • Recommendations
  • Look-alike Audiences
  • Journey Planning
  • Fleet Routing
02

Score

Know which option to trust.

After the options are found, we need to score them. Who will repay. What is fraud. What to show first. Our models predict accurately, and we can explain every prediction to your client or to your regulator.

  • Credit Scoring
  • Fraud Detection
  • Ranking
0.940.870.710.580.360.19
WKO Inhouse

Austrian Chambers of Commerce

8 s → 0.7 s

p99 API response time

Read the case→
OpenTripPlanner

Up to 2×

faster routing in OpenTripPlanner

Read the case→
MD Finance

GINI ~40, AUC ~70%

best AUC among the vendors engaged

Read the case→
Mission Mobile

Credit score without labelled data

explainable score

Read the case→

Search+Score

Search & Score, together.

On a construction site, we find where the build diverges from the plan and score the progress.

from drone flight to progress report
Minutes, not weeks
active construction sites
5+

In partnership withS-PROEtijah

Read the case→
See all work

Research that ships.

Our research accelerates journey planning for millions of public transport users.

Read the UNSW story↗
1
PR merged into OpenTripPlanner, on by default ↗
1
paper behind the change, on arXiv ↗
30
deployments of OpenTripPlanner run with our change ↗
19
cities, plus regional and nationwide systems ↗
11
countries across North America and Europe ↗

Where the code runsOTP deployments list ↗

  • United StatesPortland (TriMet) · Boston · New York City · New York State · Philadelphia (SEPTA) · Los Angeles · Atlanta · Seattle · Houston · Tampa · Northern Colorado
  • NorwayEntur, nationwide · Oslo (Ruter)
  • FinlandDigitransit, nationwide · VR railway · Matkahuolto
  • IcelandStrætó, nationwide
  • SwedenSkånetrafiken
  • GermanyLower Saxony (VBN) · Leipzig
  • FranceRennes · Grenoble · Alençon
  • ItalyPiemonte · Torino · Trento · Bologna (ViviBus)
  • SpainValencia
  • PolandPoznań
  • Great BritainAubin

From production

“After we put this into production at Skånetrafiken, the public transport authority in southern Sweden, we saw our average response times drop by at least 20% across the board. We’ve almost never seen improvements this big.”
Henrik Abrahamsson, SkånetrafikenRead the case →
All publications

Concrete intelligence

AI is growing too fast, and the system is becoming too complex. Everyone can build a superhuman for a narrow task and trust it with LLMs, but this superhuman can be fragile in the real world. AI is becoming like a self-driving car, and it is hard to trust it until you understand it.

What do we do?

Everyone can call an API. We are changing what is behind.

Fast start, long stay.
First results in two weeks. Our longest client has stayed for 3+ years.
Scientists on the team.
Most of our team members have a scientific background, which helps us understand the real complexity of a problem and build trust in AI based on math.

How we work

From first conversation to a system in production, we work as a long-term partner.
We build solutions, not just research.

  1. 01

    Conversation

    We start by understanding your problem, your data, and your constraints — and we tell you honestly whether AI is the right tool and where it creates real value.

  2. 02

    Discovery

    A focused engagement to assess feasibility, map the data, and define scope and success metrics — so the work is grounded before any major build begins.

  3. 03

    Delivery

    We design and build the system, research-backed where it matters and engineered for production, validated against the metrics we set together.

  4. 04

    Partnership

    We stay involved beyond launch: monitoring, iteration, and continued development as your operations, data, and priorities evolve.

What leaders say about working with Postdata AI

Clutch 5.0 / 5.011 verified reviews
  • “
    Postdata is much more than a technology partner. They are true allies in innovation.
    Armando Collazo
    Armando Collazo

    Founder, The Bueno Group

  • “
    The whole PostData team had very deep insight into the appropriate technologies to use.
    Nicolas Gonatas
    Nicolas Gonatas

    Head of Product, PYGIO

  • “
    Postdata consistently delivered top-quality work on schedule and within the agreed budget. Communication was clear and smooth throughout the project, and they were quick to address any needs or requests.
    Serhii Serednii
    Serhii Serednii

    Head of AI/ML Department, MD Finance

  • “
    The work is completed quickly and with good quality. Their friendly communication and flexible approach are unique.
    Kateryna Salii
    Kateryna Salii

    Data Scientist, WKO Inhouse

A conversation is all you need