Private AI for Business

Proactive intelligence / competitor watch

Know what a competitor changed before the meeting asks.

We build a standing competitor-monitoring workflow around a defined watchlist, approved public and private sources, relevance rules, and a delivery schedule. The output explains what changed, why it may matter, and where the evidence lives.

Named competitorsSource timestampsNoise filteredHuman decision
A neutral example of a short intelligence delivery from a fictional watchlist.

Pattern demonstration / fictional competitors

What the watch should answer

A competitor feed is not a pile of alerts.

The team needs the small number of changes that could affect a conversation, product decision, account, or market position.

01 / CHANGE

What actually moved

Track product, pricing, leadership, funding, hiring, partnership, filing, or market changes on the defined list.

02 / RELEVANCE

Why it may matter

Compare the change with the team's priority and prior context instead of forwarding every mention.

03 / EVIDENCE

Where the signal came from

Return source links, timestamps, uncertainty, and a clear statement when nothing material changed.

Monitoring has a quality problem

The service is relevance, not collection.

WATCHLIST

Choose the entities

The team defines which competitors, products, markets, people, and events belong in the watch.

FILTER

Tune the noise

Deduplication, novelty, confidence, and materiality rules decide whether an item reaches a person.

FAILURE

Show stale sources

A missed run, broken source, or uncertain signal should be visible rather than silently becoming an empty brief.

A competitor watch

Start with one market and a short list.

Define the watchlist

Choose competitors, products, markets, sources, delivery time, recipients, and what counts as material.

Connect approved sources

Use public sources directly and private client sources through scoped, revocable access.

Build the evidence brief

Collect, deduplicate, compare, cite, summarize, and mark uncertainty or no material change.

Tune with human corrections

Record false alarms, missed signals, stale sources, and changes that make the brief more useful.

A competitor-monitoring agent should help a team notice the few changes worth discussing, not make everyone subscribe to more noise.

Pricing / fixed scope

Know the starting numbers before you ask.

The final quote follows the workflow. Infrastructure and model bills stay on your accounts.

Annual support

Starting from
$3,000 / ₦1.5m
per year

Standard care for one delivered workflow. Optional. Larger deployments and active monitoring are separately scoped.

See support

Architecture review from $500. Standard annual support is $3,000 / ₦1.5m per year for one delivered workflow. New workflows, integrations, active monitoring, and infrastructure are separately scoped; infrastructure, model, storage, and messaging bills stay on client accounts. Full pricing and what changes the quote

Why trust Pristine3D?

We build and operate production software.

Pristine3D Ltd builds and operates live digital products, and we run private AI workflows internally as part of our own operations. We scope around your real workflow: the documents you own, the questions your team asks, and the access boundary you approve. Based in Lagos, Nigeria, we work remotely with clients worldwide.

METHOD

We start with the actual workflow

One input, one output, one test set, and one person who owns the result. We scope a real workflow instead of a transformation programme.

OWNERSHIP

The boundary stays visible

Cloud, model, storage, and messaging accounts stay in your name. The chosen data path, access rules, test record, documentation, and training are part of the agreed scope.

Straight answers

Common questions.

Which sources can it monitor?

Approved public sources and client-owned private feeds where access, terms, and delivery are defined.

Can it predict a competitor's next move?

No. It reports observed changes and evidence. The team decides what they mean and what to do.

How is this different from the daily intelligence brief?

This page is a specific competitor watch with a focused list and relevance rules. The daily brief is the broader standing-intelligence offer.

Own your knowledge base

The model is not the product. The knowledge base is.

Documents, the retrieval index, access rules, and the workflows built around them are the asset, and they compound. We deploy so the knowledge base stays yours: on your accounts, in the environment you choose, under access rules your team defines. The model behind the answers is a connector, so the knowledge base moves with you, not with a vendor.

THE ASSET

Your corpus, your index

The document store, metadata, and retrieval setup live on accounts you own. No vendor holds the corpus.

THE LOCK-IN

Models are swappable parts

Change the model provider, move regions, or go local without rebuilding the knowledge base or the workflow.

THE ALPHA

The knowledge base is the alpha

Every improvement to the corpus improves the answers, and the improvement stays with you, not with a vendor.

Keep exploring

Related setups.

Start with the competitors

What should your team know before it finds out second?

Tell us the watchlist, source types, delivery time, and what counts as a meaningful change.

Prefer email? Message us at hey@pristine3d.com.