Context Infrastructure for AI  ·  Australian Built

Your AI knows your
business. Finally.

Engram gives any AI model — Claude, GPT, Gemini, your own — a persistent, deep, structured understanding of who you are, how you work and what you know. So it stops asking questions you've already answered.

0
Vendor lock-in. Your context moves with you.
3
Product layers: Connect, Remember, Reason.
Sessions. Your AI never forgets.
What Engram Does
Persistent AI Memory Context-as-a-Service AI Beacon Signals MCP Server API Industry Schemas Air-Gap Deployment Model-Agnostic HIPAA / GDPR Ready
Store
Structure
Inject
Respond
Works with
Claude ChatGPT Gemini Grok LLaMA Custom LLMs

Why AI assistants feel shallow

Every AI model you use today starts each conversation knowing nothing about you. You re-explain yourself, re-provide context, re-correct its assumptions — then switch tools and start again.

Problem 1

Goldfish memory

Every session starts blank. Your AI forgets your preferences, your clients, your terminology — every single time.

Problem 2

Trapped in one tool

Your Claude Projects can't talk to your GPT workspace. Switch models and your context disappears.

Problem 3

Generic, not yours

Your industry has specific language, processes, regulations. Generic AI doesn't know any of it — and mistakes cost you.

Problem 4

Your data, their servers

Native AI memory lives on Anthropic's or OpenAI's infrastructure. You don't own it, can't audit it, can't move it.

Without Engram With Engram
Session memoryForgets everythingFull recall
AI vendorLocked to oneAny model
Industry contextGeneric onlyDomain-structured
Data ownershipVendor's serversYou own it
Cross-tool contextBreaks between toolsShared everywhere
AI discoverabilityInvisible to crawlersAI-readable signals
Model switchingStart againContext travels with you

See the difference context makes

Same question. Same AI model. One with Engram context loaded — one without. The difference is immediate.

⚖️ Legal Practice
🏗️ Construction
🏥 Healthcare
📈 Finance

Without Engram

Generic AI
Draft a conflict of interest check for my new client.
To draft a conflict of interest check I'll need some information:

• What is the client's name and entity type?
• What practice area is involved?
• What jurisdiction applies?
• What matters are currently active?

With Engram

Engram-powered AI
Engram context loaded  ·  847 records
Draft a conflict of interest check for my new client.
[ pulling: active matters, client register, referral network ]Checking against Hartley & Webb's active matter register (143 files) and referral network...

Who is the prospective client? I'll cross-reference against existing client entities, adverse parties, and professional conduct rules for Queensland.
firm: Hartley & Webb jurisdiction: QLD 143 active matters commercial + property LPCA 2007 rules

Without Engram

Generic AI
Write a variation notice for the Riverside project delay.
To draft a variation notice I'll need:

• Contract type and reference number
• Cause and duration of delay
• Parties involved
• Which clauses apply?
• What costs are being claimed?

With Engram

Engram-powered AI
Engram context loaded  ·  project memory active
Write a variation notice for the Riverside project delay.
[ pulling: Riverside contract, site diary, variation log ]Drafting EOT notice for Riverside Precinct Stage 2 (AS4000-1997). Last delay event: 14 Nov — structural steel supply. Variation register shows VAR-031 as next sequential.

Confirm: time only, or cost + time?
Riverside Precinct S2 AS4000-1997 30 variation history site diary: 6 months

Without Engram

Generic AI
Summarise Mrs Chen's progress and flag anything for today's review.
I don't have access to any patient records. Could you share Mrs Chen's:

• Diagnosis and presenting complaint
• Current medications and dosages
• Recent test results
• Treatment timeline

With Engram

Engram-powered AI
Engram context loaded  ·  HIPAA encrypted
Summarise Mrs Chen's progress and flag anything for today's review.
[ pulling: patient timeline, medications, recent pathology ]Li Chen (DOB 12/03/1961) — T2 diabetic, hypertensive. Week 6 post medication adjustment. Last HbA1c: 7.2% (↓ from 8.1%).
⚠️ Flag: eGFR trending down over 3 readings — consider nephrology referral today.
patient: Li Chen 18 month history meds + interactions HIPAA encrypted

Without Engram

Generic AI
What should I be thinking about for the Henderson portfolio review?
To advise on the Henderson portfolio I'll need:

• Current holdings and values
• Client risk profile and investment horizon
• Tax circumstances
• Income vs growth objectives

With Engram

Engram-powered AI
Engram context loaded  ·  SOA compliant
What should I be thinking about for the Henderson portfolio review?
[ pulling: Henderson SOA, holdings, risk profile, review notes ]Henderson Family Trust — Balanced (4/10 risk). 62% equities, 28% fixed, 10% cash. Last review Feb 2025.

Note: Thomas turns 65 in 18 months — transition-to-retirement strategy worth discussing today.
Henderson Family Trust full holdings + SoA RG175 compliant life events flagged

How Engram works

Three layers that work together to give your AI a complete, persistent picture of your world.

01

Structure your context

Define your schema — clients, projects, preferences, processes, terminology. Engram stores it as typed, structured memory, not just a blob of text. Your AI understands the difference between a client name and a deadline.

02

Auto-inject at runtime

When you open a conversation, Engram identifies what's relevant and injects it automatically. The AI already knows who you're talking about. No preambles. No re-explaining. Just answers.

03

Memory that grows

Every interaction can update your context. New client onboarded? Project status changed? Your context evolves with your business — and every AI tool in your stack benefits immediately.

Architecture Overview
Your Apps
Claude · GPT · Gemini
Custom LLMs
Engram Core
Context Router
Memory Engine
Schema Layer
Context Store
Vector + structured DB
Encrypted at rest
Your Data Sources
CRM · ERP · Docs
Email · Drive
Wintermute Moat
Air-gap option
RBAC · Audit log

Three products. One brain.

Engram's three products work independently or together — from making your business discoverable to AI, to giving your AI persistent memory, to deploying domain-tuned context for regulated industries.

🌐
Engram Connect

Make your business visible to AI

AI is the new search engine. When someone asks ChatGPT or Claude about your industry — does your business come up accurately? Engram Connect embeds structured AI signals into your website so every AI system that crawls or queries the web can find and understand your business precisely.

AI-readable schema Structured metadata Grok + GPT crawlers SEO for the AI era
🏛️
Engram Enterprise — Wintermute

Domain-tuned AI for regulated industries

When your industry has specific language, compliance requirements and processes that generic AI gets wrong — Engram Enterprise structures your context to match. Deploy air-gapped on your own infrastructure with full audit trails and compliance documentation.

Air-gapped deploy GDPR / HIPAA / SOC2 Industry schemas RBAC + audit logs On-premise option

Built for teams where context is everything

Engram is for any business where expertise, history and relationships are the product — and where AI needs to understand that to be genuinely useful.

⚖️

Professional Services

Law firms, accountants, consultants. Your value is institutional knowledge — client history, matter context, precedent, relationships. Engram makes that knowledge available to every AI tool in your practice.

"Draft the annual compliance review for the Morrison account" — already knows who Morrison is, their history, and your template style.
🏥

Healthcare & Allied Health

Patient history, treatment plans, medication interactions, referral networks. Engram surfaces the right context at the right moment — fully encrypted and compliance-ready.

"Anything to flag before Mrs Chen's appointment?" — triggers a pre-consultation summary without any manual input.
🏗️

Engineering & Construction

Project timelines, equipment specs, subcontractor registers, contract history. Every AI-assisted document pre-loaded with the right project context — no more starting from scratch on every variation.

"Write the EOT notice for the Riverside delay" — already knows the contract type, variation history, and clause numbers.
📈

Financial Services

Portfolio history, risk profiles, compliance obligations, life event tracking. Engram makes your AI advisory-ready — surfacing the right client context before you ask, with full audit trails.

"What should I be thinking about for the Henderson review?" — proactive briefing before the meeting starts.
⚙️

Developers Building AI Products

Stop re-building the context layer for every product. Engram's API gives your AI app persistent, structured memory out of the box — so you focus on your product, not context plumbing.

Integrate in under a day with our REST API and SDKs. Your AI product remembers its users from session one.
🏢

Any Knowledge-Heavy SME

Trade businesses, real estate, recruitment — anywhere your team's expertise differentiates you. Engram makes that expertise available to AI so every team member operates at the level of your best one.

"Get me up to speed on the Thompson property before the call" — instant briefing from months of history.

What our early users say

Engram is in early access. These are placeholder testimonials — real ones coming soon.

SR
Sarah R.
Principal, Hartley & Webb Lawyers · QLD

"We used to spend the first five minutes of every AI session re-explaining our firm, our clients and our practice areas. With Engram, the AI already knows who we are. It's changed how our whole team works."

★★★★★
DM
Daniel M.
Project Manager · Tier 2 Construction, SEQ

"Every variation notice, every EOT claim — the AI now drafts it already knowing our contract, our project history and our subcontractor schedule. We cut document prep time by more than half."

★★★★★
TC
Tom C.
Financial Adviser · Independent Practice, VIC

"The pre-meeting briefings alone are worth it. I ask one question and get a full summary of the client's portfolio, risk profile and anything I should be thinking about. It feels like having a second brain."

★★★★★
~50%
Reduction in AI session setup time reported by early users
<1 day
Average integration time for Engram Memory via REST API
Any LLM
Claude, GPT, Gemini, Grok, LLaMA — or your own model

Your context belongs to you — not to OpenAI or Anthropic

Every AI platform you use today stores your memory on their infrastructure. When you switch models, upgrade your stack, or add a new agent — that institutional knowledge stays behind.

Engram is model-agnostic context infrastructure. Your business knowledge lives in one place that you own and control — and travels with you to whatever AI tool you use today, tomorrow, or in five years.

  • Switch AI vendors without losing context history
  • One context layer serves your entire AI stack
  • Deploy on your own infrastructure if needed
  • Full audit trails and access control
  • Built and hosted in Australia — FormFill Group

Engram

  • You own your context data
  • Works with any AI model
  • Structured, typed memory
  • Air-gap deployment option
  • Context survives model switches

Native AI Memory

  • Vendor owns your data
  • Locked to one platform
  • Unstructured text only
  • Cloud-only, no audit trail
  • Context lost on switching

Built by engineers who use it themselves

Engram was co-founded by Mathew Bowden and Bruce Bairstow — the same engineers behind Alertify IoT and FormFill Group's manufacturing operations. We don't just build AI tools; we deploy them in real industrial environments and apply them inside our own businesses from day one.

Common questions

Claude Projects and GPT memory are tied to a single vendor's platform — when you switch models, upgrade your stack, or add a new AI tool, that context stays behind. Engram is model-agnostic: your context lives in infrastructure you own and control, and it works with any AI model you use today or in the future. You also get structured, typed memory (not just text blobs), compliance-ready deployment options, and full audit trails — none of which are available from native AI memory systems.
It depends on the product. Engram Connect (AI Beacons) is a done-for-you service — we implement it on your existing website with no developer required. Engram Memory and Enterprise are API-first products designed for developers or businesses with a technical resource. That said, our SDKs are built to minimise integration time — most teams are operational within a day. If you're unsure, contact us and we'll tell you honestly what the right fit is for your situation.
Your context data is encrypted at rest and in transit. Engram Memory is hosted in Australia by FormFill Group. Engram Enterprise (Wintermute) supports air-gapped, on-premise deployment — your data never leaves your own infrastructure. We do not use your data to train AI models, and we do not share it with third parties. Role-based access control and full audit logging are available on all enterprise plans. For regulated industries (healthcare, finance, legal), we provide compliance documentation on request.
Engram is model-agnostic by design. It works with Claude (Anthropic), ChatGPT and GPT-4o (OpenAI), Gemini (Google), Grok (xAI), Mistral, LLaMA, and any custom or locally-hosted LLM. It integrates with major agent frameworks including LangChain, LlamaIndex, and Semantic Kernel. The context you store in Engram travels with you regardless of which model you're using — today or in the future.
Engram Connect (AI Beacons) is a one-off setup from $490, with optional $49/month maintenance. Engram Memory starts at $99/month for up to 5 users and 50,000 context operations, with Growth ($249/mo) and Scale ($499/mo) tiers above that. Engram Enterprise starts from $799/month for cloud-hosted, with on-premise/air-gap pricing on request. We're currently offering reduced early access rates to our first 20 customers — contact us to discuss your situation.
Yes. Engram can ingest context from structured and unstructured sources — CRM records (Salesforce, HubSpot), documents (Google Drive, SharePoint), email history, databases, and custom APIs. We support REST endpoints, WebSocket connections, and direct vector store integration (Pinecone, Weaviate, Chroma). If you have a specific integration question, contact us and Mathew can walk you through the technical path.

Simple, transparent pricing

Three products, three pricing models. No lock-in, no surprise bills. All plans include onboarding support from our team.

Engram Connect

AI Beacons

Make your website discoverable to AI crawlers and search agents.

$490 one-off setup
then $49/month maintenance (optional)
  • AI-readable metadata implementation
  • JSON-LD structured data for your business
  • Grok, GPT & Claude crawler compatibility
  • Done-for-you — no developer required
  • Works on any website platform
Get Started →
Most Popular
Engram Memory

Persistent Context API

Full context API for teams and developers building AI-powered workflows.

$99 /month
Starter · Up to 5 users · 50,000 context operations/mo
Growth from $249/mo  ·  Scale from $499/mo
  • Persistent memory across all AI sessions
  • Works with Claude, GPT, Gemini & more
  • REST + WebSocket API
  • Python & Node.js SDKs
  • Vector + structured storage included
  • Australian-hosted, encrypted at rest
Start Free Trial →

14-day free trial · No credit card required

Engram Enterprise

Wintermute

Domain-tuned, air-gapped AI context for regulated industries.

From $799 /month
Cloud-hosted · On-premise / air-gap pricing on request
  • Everything in Memory, plus:
  • Industry-specific context schemas
  • Air-gap & on-premise deployment
  • GDPR / HIPAA / SOC2 compliance docs
  • RBAC, full audit logging
  • Dedicated onboarding engineer
Talk to Us →

Custom pricing available for large deployments

💡 Early access pricing: We're offering reduced rates to our first 20 customers in exchange for feedback. If you're evaluating Engram now, get in touch — these prices won't last once we exit early access.

Your AI should know your business by now.

Stop explaining yourself to every tool, every session. Engram gives your AI — whichever AI you use — a persistent, structured understanding of your world.

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Book a demo with the team

Tell us a bit about your business and we'll come back to you within one business day — personally, not via a bot.

🔒 Confidential. No spam. No obligation.