CrawlQStudio

Early Adopter Update · June 2026

Talk to your Brand.
Not your files.

CrawlQ Studio converts your brand knowledge into a live reasoning substrate — a typed graph the AI traverses, not a document store it searches. Every asset you create is scored against it deterministically, in milliseconds, at zero credit cost. One founder rebuilt this in 104 days, migrated 10,000+ accounts, and kept every AppSumo promise intact. Lifetime licenses are open again.

Basic from $79 — one payment, no subscription, EU-hosted. Already an AppSumo holder? Sign in with the same email — your deal is intact and waiting.

Already a CrawlQ customer? Sign in at studio.crawlq.ai with your AppSumo email — your account, tier, and data migrate automatically on first login. No new signup required.

A personal note · June 2026

If you bought CrawlQ on AppSumo in 2021 or 2022 — this page is written for you specifically.

You watched it go quiet. You probably wondered if it was over. You may have defended it to people who asked, or quietly stopped mentioning it. That is not a small thing, and I want to acknowledge it before anything else on this page.

I didn't walk away. But I also didn't communicate the way I should have while I was rebuilding. That's on me.

What I was doing during that silence: building GraQle — a graph-reasoning engine that could govern every change to a five-year codebase safely, so I could rebuild it alone without losing what you had built inside it. That same reasoning architecture now powers your Brand Memory inside Studio: the graph that governed the rebuild is the graph your brand intelligence lives in. That work took longer than I wanted. It couldn't be rushed without breaking everything.

104 days after the first commit, CrawlQ Studio was live. Every account, every tier, every promise from your original deal — intact. I migrated 10,000+ of you before I told anyone the rebuild was done.

Everything below on this page is the evidence for that claim. Not marketing copy. Evidence.

If you have questions I haven't answered here, write to me directly at support@quantamixsolutions.com. I read every message personally. I still do.

— Harish Kumar

Founder, Quantamix Solutions · Netherlands · June 2026

The full story — including what almost ended this — is here.

104

days, first commit to live

721

pull requests shipped

1,829

engineering commits

437k+

lines of new production code

10,000+

accounts migrated, deal intact

550+

automated tests guarding it

Verified against our engineering history, June 2026. Plus 90+ formal architecture decision records and roughly 800,000 lines of legacy understanding carried forward — not thrown away.

The update, in full

How a five-year platform was rebuilt in 104 days — by one founder.

This is the part most platforms never tell you. We're telling you because the way Studio was built is exactly why you can trust what it does with your brand.

01

The platform everyone gave up on

CrawlQ has been in market since 2021 — through real pivots, a deep backend, and five years of layered decisions. Conventional estimates put a faithful rebuild at multiple years for a full team. Several teams tried. Each one eventually restarted from scratch and drifted into building something different.

02

Build the builder first

Instead of pointing a raw AI assistant at five years of history and hoping, our founder spent years building GraQle — a graph-reasoning engine that turns an entire codebase, its decisions and its documents into one governed source of truth that AI can reason over safely. The core methods are the subject of three European patent filings (pending), preceded by published research. GraQle is open source — and it made the 104-day rebuild possible for one person where conventional estimates said years for a full team.

03

Rebuild forward, not from scratch

With the whole estate under Brand AI Memory governance, every feature shipped since 2021 was re-prioritized — and every plan tier, credit balance and account state from 10,000+ customers was preserved through the migration. One founder, 104 days, with every AI-assisted change passing a multi-stage review gate before it could ship.

“Every time I thought I had arrived somewhere important, I eventually discovered I was only standing at the beginning of another journey.”

The full account — including what almost ended this, the betrayal, the sold property, the codebase rebuilt alone — is here.

I could show you the architecture diagram first. But here is why I built it this way — and why it matters that your lifetime deal rides on architecture, not on a model version.

Architecture, future-proofed

Four layers. One audit chain.

The intelligence lives in Brand AI Memory, not in any single AI model. When next year's frontier model arrives, we plug it in — and the governance and audit chain underneath stay exactly where they are. Your lifetime deal rides on architecture, not on a model version.

Experience

What you touch every day

  • Athena AI chat
  • Brand scoring
  • Foundation documents
  • Campaigns & assets
  • Compliance checks
  • Research

Governance

Nothing ships, spends, or generates unchecked

  • Multi-stage AI review gate on every change
  • Impact analysis before code is written
  • Per-action credit transparency
  • Platform cost caps
  • Content provenance records

Reasoning

Your brand knowledge — traversed, not retrieved

  • 28 typed entity nodes: personas, values, voice rules, competitors, anti-patterns
  • Confidence-gated ingestion — every entity scores ≥0.70 before entering Brand AI Memory
  • Multi-hop traversal on every generation, scoring, and compliance check
  • Ask Memory: natural-language questions answered by traversing your brand graph

Infrastructure

European AWS infrastructure, model-agnostic by design

  • EU-resident hosting
  • Bring-your-own-key support — your key runs your calls
  • EU-VAT-correct checkout
  • Built to outlive model generations

Aligned by design with the EU AI Act

Engineered to the transparency standard the EU AI Act requires.

The EU AI Act is the most stringent AI governance framework in force today. Studio was built under its Article 50 discipline from day one — every AI-generated asset carries provenance, every decision is replayable, and your workspace's audit trail is yours to export.

Record-keeping — Article 12

Every AI decision in the build and in the product is recorded with the model, context, and facts behind it — a tamper-evident chain, not a marketing claim.

Human oversight — Article 14

A human approves plans and changes before they ship. Oversight is a structural gate in the workflow, not a checkbox after the fact.

Transparency — Article 50

Live today: AI-generated content in Studio carries provenance, and your workspace's Governance tab exports the audit trail — which model, which data, which decision.

Replayable decisions — why this matters to you

Any AI decision can be replayed later — three days or three years — under the same conditions: same facts, same context, same configuration. If someone reshapes and republishes your content and tries to make it your liability, you hold the provenance evidence of what you actually generated. You don't need to have been in the room; the evidence chain speaks for you.

Our founder contributes to European expert-group work with LLM practitioners on the design of auditable AI substrates — how to make AI decisions provable to a regulator, not just to a product team. Studio is that thinking, shipped as a product.

Your lifetime deal

Locked in. Every promise, kept.

Five years in, the deal you bought on AppSumo is the deal you keep. Here's exactly what that means.

Plan integrity

Your tier, your limits, your features — preserved exactly.

Every feature you unlocked in CrawlQ, every workspace limit, every credit — all of it travels with your account into Studio at no additional cost. Your AppSumo lifetime deal continues exactly as agreed.

Data integrity

Your research data is pre-mapped to Studio.

Years of market research built in CrawlQ are ready for one-click import into your Studio workspaces — Settings → Import. Deletion is always your explicit choice. Nothing moves until you decide.

Access integrity

No new signup. No forced password resets.

Log in at studio.crawlq.ai with the same email you used for your AppSumo purchase. Your account migrates automatically on first login — that's the entire process.

What's evolved

No feature has gone away. Several have grown up.

Studio consolidates the best of CrawlQ into a single, professional-grade workspace. Here's the map from then to now.

In CrawlQIn CrawlQ StudioWhy
Topic ModelingBrand Memory — reasoning substrateTopic Modeling clustered keywords. Brand AI Memory builds a typed reasoning substrate: 28 entity types, 24 relationship types, confidence-gated ingestion, multi-hop traversal. The AI no longer retrieves your brand — it reasons through it. Patents pending on the entity schema and reasoning methods (TAMR-NL-2026-001).
30+ content templatesCanvasEvery prior template is now a starting point inside one continuous creation surface.
US-hosted infrastructureEuropean Union residencySame product, now EU-hosted and GDPR-native by default. Required for many enterprise procurements.
Single base modelBase model + BYOK + optional Intelligence add-onsYour lifetime deal includes our base model at no extra cost. Bring Your Own Key (BYOK) to route any model you already pay for through our secured, encrypted AWS infrastructure — you hold the key and rotate it on your schedule. Our Intelligence add-ons unlock advanced models we operate directly on AWS Bedrock, billed by real compute cost.

In production today

What your lifetime account includes, live, right now.

No 'coming soon' asterisks in this list. Every card below is in production for migrated lifetime accounts — sign in and check.

Live

Athena AI chat

Grounded in your workspace's Brand Memory. Choose your model, or bring your own AI key — your key runs your calls, with credit relief.

Live

One canonical brand score

A single 0–100 score across five dimensions — Brand Fidelity, Reasoning Depth, Audience Alignment, Novelty & Differentiation, Deliverability. Zero LLM calls. Sub-millisecond. The same inputs always produce the same number. Scoring costs zero credits.

Live

Living foundation documents

AI-drafted, fully editable brand strategy documents with provenance badges and a governed editing surface.

Live

Brand Memory intelligence

Your documents become 28 typed entity nodes across 6 dimensions — brand, audience, voice, market, content, strategy. Confidence-gated: only entities scoring ≥0.70 enter Brand AI Memory. It compounds with every session.

Live

Governance tab

An exportable audit trail of AI-generated content: which model, which data, which decision. Aligned by design with EU AI Act Article 50.

Live

Campaigns, assets & compliance

Smart campaigns, asset generation, and compliance checks with per-action credit transparency and platform cost caps.

Live

Agent-ready access

Connect your own agent workflows to Studio's Brand AI Memory via REST API. Create an API key from Settings — your brand entities, reasoning substrate, and compliance scoring available to any tool that can make an HTTP call.

Live

Working, audited upgrades

The tier-upgrade path was audited end-to-end in June 2026 — checkout verified, EU VAT handled automatically, prices normalized.

Plus: a 10-day guided onboarding program for lifetime cohorts, an always-free support assistant, 11 in-app contextual guides, and a community board the founder reads personally.

Your data

Every byte you built in CrawlQ stays yours.

We designed the migration so you're never forced to move before you're ready — and you're never forced to move anything you don't want.

  1. 01

    2-week window (from 1 May 2026)

    Your CrawlQ workspace at app.crawlq.ai stays active for 2 weeks from 1 May 2026. After that window closes you will be redirected to CrawlQ Studio. Everything you built is exactly where you left it during this window.

  2. 02

    One-click import

    Your market research is pre-mapped to Studio. Open Settings, pick a workspace, click Import. Years of work, integrated — with full attribution, audit trail, and citation chain preserved.

  3. 03

    Deletion is always your choice

    No account is deleted automatically. Ever. If you want your V1 data gone, you tell us — explicitly. Until you do, it stays exactly where it is, on EU-hosted infrastructure.

Studio runs on European AWS infrastructure. That covers GDPR natively, aligns with EU AI Act enforcement, and keeps your data inside the jurisdiction you signed up for.

Add-ons, honestly

What the monthly add-on actually pays for.

If you're an add-on subscriber, this is the conversation we owe you. No marketing spin.

Every Studio plan includes a capable base model at no extra cost. If you already pay for a model elsewhere — OpenAI, Anthropic, Mistral, or another provider — you can bring your own API key (BYOK) and route it through our secured AWS infrastructure. Your key is encrypted in transit and at rest; you hold it, you rotate it on your schedule, and you take responsibility for it. We never store it in plaintext.

Our Intelligence add-ons unlock frontier-tier research models that we operate directly on AWS Bedrock — models that cost real money every time they run. At the provider that's in the range of double-digit dollars per million tokens of output on the top tier. A single campaign with citations, brand grounding, and governance scoring can burn through hundreds of thousands of tokens in one afternoon.

Your monthly add-on covers that recurring compute cost directly. It's why the add-on is a subscription, not a one-time fee — and why we've kept the price tied to actual infrastructure, not to feature gating. Everything your base tier includes stays in your base tier.

If your add-on predates Studio, we've already mapped it to the equivalent Studio tier so you lose no model access. Billing dates and prices carry over exactly.

Token economics · BYOK

Bring your own key. Save 88% on tokens. Mathematically proven.

Brand AI Memory traversal activates only the entity nodes relevant to a generation. RAG injects your entire document set on every call. The difference is not marginal — it is architectural. The mathematical proof is published and open.

RAG — full context injection

~120,000 tokens / generation

High — scales with document count

Every call re-injects all brand documents into the context window regardless of relevance.

Brand AI Memory traversal

~14,400 tokens / generation

88% lower — scales with entity relevance

Only the entity nodes relevant to the current generation are activated. Irrelevant context stays silent.

Mathematical proof — published & open

The 88% figure is not a benchmark estimate. It is derived from first principles.

The case study walks through the token accounting formula for both paths: full-context RAG injection vs. Brand AI Memory traversal with entity-selective activation. The reduction holds across document set sizes — the larger your brand knowledge base, the larger the saving, because RAG cost scales linearly while Brand AI Memory traversal cost stays bounded by entity relevance.

When you bring your own key (BYOK), those savings flow directly to your API bill. CrawlQ routes the call through secured AWS infrastructure — your key, your provider, your rate — with no Studio markup on token spend.

88%

token savings

vs. full-context RAG

Read the mathematical proof on GitHub

github.com/quantamixsol/graqle — docs/case-study-token-economics.md

How to activate BYOK

Four steps. Your key. Your savings.

  1. 1Go to Settings → API Keys inside Studio.
  2. 2Add your OpenAI, Anthropic, Gemini, or Mistral key — encrypted at rest, never stored in plaintext.
  3. 3Every LLM call routes through your key. Our infrastructure, your token budget.
  4. 4You pay your provider directly at their rates. No Studio markup.

Supported providers: OpenAI, Anthropic, Google Gemini, Mistral, and any OpenAI-compatible endpoint. Keys are encrypted with AES-256 at rest and in transit. You rotate on your schedule. We never touch your key except to forward the call.

What's next

The roadmap — labeled the way we label it in the product.

Lifetime cohorts get new capabilities first. That's how onboarding, bring-your-own-key, and the Governance tab already rolled out — and it's how everything below will, too.

Live — June 2026

Ask Memory

Pose a natural-language question against your Brand Memory and receive an answer constructed by traversing entity relationships — not by embedding lookup. Live at POST /bamr/reasoning/ask. The first feature of the brand reasoning service, shipped to LTD cohorts first.

In formal proposal

Enterprise brand reasoning

Consequence questions for your Brand AI Memory: 'what does changing this positioning break across our persona nodes?' Signed audit-trail exports for compliance teams. Multi-brand portfolio support for agencies and regulated industries.

Planned

Brand score history & trends

Time-series history of your canonical Brand Maturity Score with trend views per workspace — so you can see Brand AI Memory compounding in numbers, not just in feel.

Planned

Deeper reasoning tiers, priority processing, industry entity pools, white-label exports

Marked 'Coming Soon' inside the product today — listed here with the same label, so what we sell and what we ship never diverge.

Buyer's knowledge guide

Understand the mechanics before you decide.

Ten guides on how the reasoning substrate works, why the architecture is structurally different, and what your lifetime deal includes. Click any guide to read the full mechanics.

The core architecture

Brand AI Memory as a reasoning substrate — not a document store

Most AI tools store your documents and retrieve them. CrawlQ Studio does something structurally different: it converts your brand knowledge into 28 typed entity nodes and their relationships, then uses that Brand AI Memory as the reasoning surface itself. When Athena answers a question about your brand, it does not search your files — it traverses entity nodes, follows typed edges, and weights answers by confidence scores accumulated from everything you have ever defined. Brand AI Memory is not a source the AI consults. It is the substrate the AI thinks through.

  • 28 entity types across 6 dimensions (Brand, Audience, Voice, Market, Content, Strategy) are extracted from your foundation documents and held in Brand AI Memory as typed nodes — not chunks.
  • Each entity has a confidence score gated at ingestion: ≥0.70 auto-accepted into Brand AI Memory, 0.40–0.69 queued for your review, <0.40 rejected. Nothing enters the reasoning substrate without earning its place.
  • Ask Memory (live, June 2026): POST a natural-language question against your Brand AI Memory and receive an answer constructed by traversing entity relationships — not by embedding lookup. The reasoning path is traceable.
  • When the AI generates content, it traverses Brand AI Memory from your defined personas, through their pain points, across to your vocabulary nodes, checking against your anti-pattern list — all in a single multi-hop pass. Not retrieval. Reasoning.

Your brand intelligence becomes the reasoning surface. Not the context window.

Why RAG fails brand work

Five ways retrieval breaks when your brand is the subject

Retrieval-Augmented Generation works by cutting documents into chunks and pulling the closest match to your prompt. For brand intelligence — where context, relationships, and voice rules must all be honoured simultaneously — this approach has five structural failure modes that no prompt engineering can fix.

  • Fragmentation: your brand strategy brief is 2,400 words of connected reasoning. At 400-character chunks, the logic that flows between paragraphs is severed. Brand AI Memory keeps every connection as a typed relationship.
  • Cross-reference blindness: your persona's core pain point and the vocabulary your brand uses to address it live in separate chunks. They are never retrieved together. In Brand AI Memory, they are a typed edge — always traversed together.
  • Temporal staleness: RAG has no mechanism for 'this supersedes that.' Your 2024 positioning and your 2021 positioning carry equal embedding weight. Brand AI Memory has versioned, confidence-weighted nodes.
  • Context collapse: five foundation documents at once exceeds any practical context window. Brand AI Memory traversal activates only the nodes relevant to the current question — no information missed, no context overflowed.
  • Hallucination fills gaps: when RAG cannot find the right chunk, the model generates from its training data — which is the internet average, not your brand. When Brand AI Memory traversal reaches a confident node, it uses your actual knowledge.

The difference is not better retrieval. It is a different reasoning architecture.

How the score works

The brand score that cannot hallucinate — five deterministic dimensions

Every competitor that shows you a 'brand score' is asking an LLM to estimate it. That score drifts with the model version, the prompt phrasing, and the random seed. CrawlQ Studio's Brand Maturity Score is calculated by a formula engine. Zero LLM calls. Sub-millisecond. The same inputs always produce the same number. And each output earns one of four official quality gates.

  • Foundation Alignment (FA, 25%): how many of your named entities — specific values, personas, differentiators — appear in the content versus the total claims made. Evidence ratio, not vibe.
  • Coverage Depth (CD, 20%): does the content address all key conceptual areas — audience, positioning, evidence, action — detected through synonym group matching, not keyword counting.
  • Audience Alignment (CI, 20%): readability, structural formatting, and action language. Content that cannot be navigated or acted on scores low regardless of brand accuracy.
  • Source Balance (SB, 15%): Shannon entropy across your foundation documents. Content drawing 80% from one source scores low even if the voice is technically correct.
  • Voice Coherence (VC, 20%): every defined brand term used raises the score. Every named anti-pattern lowers it by 30 percentage points. Three violations and Voice Coherence approaches zero.

85+ = Brand Certified. 70–84 = Brand Verified. 50–69 = Draft Quality. Below 50 = Needs Attention. The gates have names, not just numbers.

How intelligence earns its place

The confidence gate: nothing enters your Brand Memory unchecked

Every piece of intelligence the TAMR+ pipeline extracts from your documents — every entity, every relationship, every brand claim — is scored before it enters Brand AI Memory. This is the confidence gate: a three-tier admission system that keeps your Brand AI Memory honest. It is not a feature you configure. It is the architectural guarantee that your reasoning substrate only contains knowledge that has earned its place.

  • ≥0.70 confidence: auto-accepted. The entity enters your Brand Memory immediately and becomes available as a reasoning node for all future generation and scoring.
  • 0.40–0.69 confidence: pending review. The entity is surfaced to you for approval before it becomes part of your Brand Memory. You decide, not the AI.
  • <0.40 confidence: auto-rejected. The extraction was not confident enough to trust. It is discarded, not stored. Brand AI Memory stays clean.
  • Why this matters: Brand AI Memory that accepts every extraction is not a reasoning substrate — it is noise. The confidence gate is what makes traversal trustworthy. Every node in Brand AI Memory passed a threshold.

Other tools show you everything the AI found. We show you only what the AI is confident about.

Know your limit before you write

The Theoretical Ceiling: the score you cannot exceed until you fix your foundation

Most brands think they have a content problem. Many have a foundation problem. They have been optimising output without investing in input — asking the AI to score 90 when the ceiling imposed by their foundation is 55. CrawlQ Studio calculates the maximum Brand Maturity Score your current foundation makes possible, and tells you exactly what to add to raise it. No other brand AI tool does this.

  • The ceiling formula: 70% from how many foundation documents you have uploaded, 30% from how many entities those documents produced. It is deterministic — no estimation.
  • Five foundation documents and fifty accepted entities gives you a ceiling of 100%. Two documents and fifteen entities gives you a ceiling of roughly 42%.
  • A ceiling of 42% means: even the most perfectly structured content cannot score above 42. Not because the writing is bad — because the foundation is incomplete.
  • The ceiling is a mirror. It shows the gap between the brand you think you have built and the brand you have actually defined in a form the reasoning substrate can traverse.

You cannot score what you have not defined. And you cannot defend what you cannot measure.

Proof, not promises

The audit trail that holds up to anyone who asks — including a regulator

Every scored piece of content generates a SHA-256 cryptographic fingerprint of three inputs: the dimension scores, a hash of the content itself, and the weighting schema used at the moment of evaluation. If any of those three change after the fact — score altered, content modified, weights adjusted retroactively — the hash changes and the tampering is visible. The tamper evidence is structural, not policy.

  • Every AI-generated document carries an EU AI Act Article 50 provenance badge: which model generated it, which brand data it was grounded in, which decision produced it, and when.
  • Any AI decision can be replayed three days or three years later under the same conditions. If your content is later modified and attributed to you as liability, you hold cryptographic evidence of what you actually generated.
  • The defensibility threshold is explicit in code: aggregate score ≥70 AND Coverage Depth ≥60 AND no gaps in the required foundation document set — all three conditions simultaneously. A high aggregate alone does not make content defensible.
  • No other brand AI tool in this market ships this. It was built because one day someone will ask for it, and 'the AI said so' will not be a sufficient answer in a regulated market.

Keep the receipts. Before they are required.

What you refuse to be

The ANTI_PATTERN: the most structurally powerful thing you can define this week

Every brand knows what it is. Almost no brand has written down what it refuses to be. In CrawlQ Studio's Brand AI Memory, ANTI_PATTERN is a typed entity — the same structural weight as a PERSONA or a VALUE. Every time generated content uses language your brand has explicitly named as off-brand, the Voice Coherence dimension drops by 30 percentage points per violation. The system does not just reward what you do right. It penalises what you said you would never do.

  • Using your brand vocabulary correctly is table stakes — it means the AI remembered who you are. That is basic functionality. Any tool can do it if you upload enough examples.
  • Allowing an anti-pattern through means the AI violated an explicit brand rule — a failure of a different order. The asymmetric penalty (−30pp per occurrence) reflects that asymmetry.
  • Anti-patterns are not the opposite of your patterns. They are the specific, named ways your brand fails under pressure — the jargon that appears when you are trying to sound credible, the vague aspiration that appears when you have nothing specific to say.
  • The most structurally valuable thing you might do for your brand this week is not writing better content. It is naming three things your brand will never say — and adding them as ANTI_PATTERN nodes to Brand AI Memory.

What you refuse to be defines you more precisely than what you claim to be.

The compounding advantage

Why month six is a smarter tool than day one — without extra work from you

Every document you upload, every question you ask Athena, every piece of content the system scores — adds accepted entities and relationships to Brand AI Memory. Brand AI Memory does not reset between sessions. The reasoning substrate deepens with use. This is not a feature of the product. It is a consequence of the architecture: Brand AI Memory accumulates intelligence in a way that a retrieval system structurally cannot.

  • Early stage: Brand AI Memory contains the entities extracted from your first foundation documents — personas, values, voice attributes, key differentiators. The reasoning substrate is grounded but narrow.
  • As you use the product: every question asked, every asset scored, every new document uploaded feeds the confidence-gated ingestion pipeline. Brand AI Memory grows in precision, not just volume.
  • Over time: Brand AI Memory begins to surface Strategic Insight signals — cross-entity connections that span your audience nodes, your market nodes, and your voice nodes simultaneously. These are visible as high-confidence relationship paths, traceable to the evidence that produced them.
  • The switching cost builds automatically. Your entire brand intelligence — every accepted entity, every confidence-weighted relationship, every historical score — lives in Brand AI Memory. No competitor can reconstruct that history.

The longer you use it, the smarter it gets about your specific brand. Not brands in general. Yours.

Why no one else has this

The architecture the large players will never ship — and small players cannot build

The large AI platforms have a business model built on one thing: the more you use AI, the more tokens you burn, the more you pay. Every session resets by design. That is not a bug. It is the revenue model. CrawlQ Studio's Brand AI Memory makes that model obsolete for brand work — and that is precisely why no large player will build it. A system where intelligence accumulates in Brand AI Memory and token consumption decreases over time is structurally opposed to a per-token business.

  • The advanced reasoning layer runs multi-hop traversal over Brand AI Memory — the same class of technology used in financial crime investigation and intelligence analysis at firms like Palantir. Your brand intelligence is reasoned over, not retrieved from a vector index.
  • Three European patent filings (pending) on the Brand AI Memory reasoning methods and the confidence-gating architecture. The algorithms are proprietary. The integration depth cannot be replicated by reading how the product works.
  • Small players cannot copy it — the confidence gate mechanics, multi-hop entity traversal, and the deterministic scoring engine together represent years of proprietary research. The moat is in the mathematics, not the interface.
  • Large players will not build it — it requires deliberately designing a system that reduces per-session token consumption as the knowledge base matures. That directly cannibalises a per-token revenue stream. The incentive structure prevents it.

One founder. Three patent filings. Five years. The architecture is the moat.

What your lifetime deal actually means

Every promise from 2021, intact in 2026 — with receipts

CrawlQ launched on AppSumo in 2021. The platform broke. It was rebuilt entirely — 104 days, 721 pull requests, 1,829 commits, one founder — and 10,000+ accounts were migrated before the announcement was made. Not one tier was downgraded. Not one feature was withdrawn. Not one account was asked to start over. This is not marketing positioning. It is a verifiable engineering record.

  • Your lifetime access does not expire and does not lapse for inactivity. Sign in with your AppSumo email at studio.crawlq.ai and your tier, credits, and workspace limits activate automatically.
  • The add-ons (Brand Radar $19/mo, Strategy Engine $49/mo, Brand Command Center $69/mo) cover real Brand AI Memory compute and frontier model inference cost — costs that grow with reasoning depth and complexity. Stated plainly. The base product stays whole. Upgrades are a choice, not a condition.
  • Lifetime cohorts get new capabilities first. Onboarding redesign, BYOK, the Governance tab, and Ask Memory all went to LTD holders before general availability. That sequencing is deliberate and continues.
  • The reasoning substrate described in these guides is the same infrastructure your lifetime deal runs on. When Brand AI Memory gets richer, your deal benefits without renegotiation.

The deal is permanent. Brand AI Memory compounds. The founder reads every message.

Every claim above is cross-referenced against the engineering record — source code (bts_scorer.py, kg_service.py, tamr/entities.py), ADRs, and git history. Available on request. Questions? Write to Harish directly at harish@crawlq.ai.

Open ecosystem · Community

The reasoning substrate is open. The community is live.

GraQle — the AI reasoning engine that powers Brand AI Memory — is open source, on PyPI, and can connect to any application, codebase, or website through its MCP server. The CrawlQ community is where founders and brand teams share what they are building.

Get started with GraQle

Install the reasoning substrate in one line

GraQle is the open-source AI reasoning engine behind CrawlQ Studio's Brand Memory. You can install it independently, connect build your own Brand AI Memory, or use it to govern any codebase or document set the same way the Studio rebuild was governed.

pip install graqle

Advanced, Enterprise, and Pro plans — including team Brand AI Memory sync, cloud hosting, and priority Bedrock reasoning — are available at graqle.com.

Connect anything

Your app, your codebase, your website — all become reasoning substrate

GraQle ships an MCP (Model Context Protocol) server. Any application with an MCP integration can connect directly to a GraQle Brand AI Memory. Point it at your codebase, your product docs, or your website — GraQle crawls the content, extracts typed entities and relationships, and turns it into a live reasoning substrate your AI can traverse instead of search.

  • Point GraQle at any Git repository — every function, dependency, and decision becomes a typed node.
  • Point it at your brand website — GraQle extracts personas, values, voice signals, and competitive claims into traversable Brand AI Memory.
  • Connect via MCP server — Claude, Cursor, and any MCP-compatible agent can query your Brand AI Memory directly.
  • Connect to CrawlQ Studio's Brand Memory through the same MCP mechanism — your agent workflows get Brand AI Memory-level intelligence, not document retrieval.

Quick-start: MCP server

pip install graqle
graq init
graq mcp serve

Then add the server to your .mcp.json and any MCP-compatible tool connects automatically.

Follow on Instagram

@crawlq_ai — the founder explains the tool, live

Harish posts regular short-form content explaining how Brand Memory works, how to use specific features, and what is being built next. The fastest way to understand the product is to watch someone who built it use it. No agency. No script.

Join the community

CrawlQ Facebook Group — builders helping builders

The CrawlQ community has been here since 2021 — the original AppSumo cohort, long-term users, and new lifetime members arriving now. This is where real workflows are shared, questions get answered by people who have solved them, and the founder reads what the community actually needs. The more you share, the more comes back.

GraQle is open source under the Apache 2.0 license. Stars on GitHub and reviews on PyPI help independent developers discover it — if GraQle has been useful to you, a star or a review goes a long way.

Honest answers

Eight questions you're probably asking.

Our community asked these. Naz Haque vetted the answers.

Is this a bait-and-switch?

Same brand, same deal, same limits, plus several new features at no additional cost. Your AppSumo lifetime deal continues exactly as agreed.

Did CrawlQ Studio take features away?

No feature has gone away. Canvas evolved out of the prior 30+ templates. The Brand Intelligence Map evolved out of Topic Modeling. The capability set is broader than before.

Why are some models behind a monthly add-on?

Frontier-tier models carry a real per-output-unit cost at the provider — in the range of double-digit dollars per million units of output on the top tier. The base model in Studio is genuinely capable and stays included in your tier. Add-ons cover that recurring infrastructure cost, not feature gating.

What happens to my CrawlQ data?

Your V1 account at app.crawlq.ai has been redirected to CrawlQ Studio. Your data is intact — importing is one click from inside Studio (Settings → Import). Deletion is always your explicit choice. Nothing is touched until you say so.

Why is CrawlQ Studio hosted in the EU?

Stronger privacy guarantees, GDPR natively, and EU AI Act alignment. EU customers get hard data residency. Customers outside the EU get the same privacy posture at no extra cost.

I was using the old CrawlQ — where do I go now?

The V1 platform (app.crawlq.ai) has redirected to CrawlQ Studio. Sign in at studio.crawlq.ai with the same email you used on AppSumo — your account migrates automatically on first login. Your data is available to import from Settings.

I haven't logged in for a long time. Is my lifetime deal still honored?

Yes. Your lifetime access does not expire and it does not lapse for inactivity. Log in with the same email you used on AppSumo. Your tier, your limits, your features activate automatically on first login.

Why should I trust the rollout?

Naz Haque, an AppSumo community member, reviews every email cohort before it goes out. Power users get access first and validate the experience. The pace is set by what works for the community, not what is fastest for us.

The tiers below are structured so you can start where it makes sense for you and upgrade one step at a time — inside Studio, instantly, with EU VAT handled automatically. If you already hold a license, your existing tier is intact. This is a door that opens wider, not a replacement for what you have.

Lifetime pricing

One payment. Yours forever.

Pick your tier. Pay once. Everything that ships in Studio is included — no subscription, no per-seat fees, no model charges beyond your credits.

Most popular

Basic

$79one-time

Build your first brand foundation

Solo founders and content creators getting started with governed brand intelligence.

Credits50,000 / mo
Foundation documents20
Web searches50 / mo
Workspaces5
Team seats2

Pay once. No subscription. VAT added at checkout.

Advance

$158one-time

Scale research across multiple brands

Growing teams managing 2-3 brands who need more research depth and workspace capacity.

Credits100,000 / mo
Foundation documents40
Web searches100 / mo
Workspaces10
Team seats5

Pay once. No subscription. VAT added at checkout.

Pro

$237one-time

Power-user research at agency depth

Brand strategists and in-house agencies running heavy research workflows across many clients.

Credits150,000 / mo
Foundation documents60
Web searches150 / mo
Workspaces15
Team seats10

Pay once. No subscription. VAT added at checkout.

Enterprise

$790one-time

Full brand intelligence infrastructure

Enterprise brand teams and agencies that need maximum research capacity and team access.

Credits250,000 / mo
Foundation documents100
Web searches250 / mo
Workspaces25
Team seats20

Pay once. No subscription. VAT added at checkout.

Already an AppSumo holder?

Sign in with the same email — your tier, credits, and workspaces are intact. Upgrade your tier any time from inside Studio.

All tiers include EU-hosted infrastructure, Art. 50-compliant AI provenance, brand compliance scoring, and every Studio feature that ships during your lifetime. No model charges beyond your included credits. VAT applied at checkout where required.

Two doors are open

New seats, and bigger seats.

New lifetime licenses — open again

For the first time since the rebuild, new lifetime licenses are available. Basic from $79 — one payment, no subscription. You're buying into the platform described on this page: governed, auditable, and built to outlive model generations.

Already hold one license? Upgrade your tier.

Single-license holders can upgrade to higher tiers directly inside Studio. The flow is live, audited end-to-end (June 2026), and EU-VAT-correct. Higher tiers unlock more workspaces, credits, and capabilities.

  1. Sign in at studio.crawlq.ai with the email you used on AppSumo
  2. Open Settings → Billing
  3. Choose your new tier and confirm — VAT is handled automatically

Support or lifetime-deal questions? Write to support@quantamixsolutions.com — answered personally, usually within a day.

Harish Kumar, founder of CrawlQ

Harish Kumar

Founder, Quantamix Solutions — Netherlands

Founder Journey

I rebuilt this for the people who bet on us first.

I'm Harish — founder of CrawlQ, and the one person who wrote this rebuild. Before touching the product, I spent years building the engineering system that made it possible: GraQle, a graph-reasoning engine for governed AI development. The core methods are covered by three European patent filings (pending), preceded by published research.

I work on this from the Netherlands, under the EU AI Act's discipline, and I contribute to European expert-group work with LLM practitioners on auditable AI substrates — how to make AI decisions provable to a regulator, or to anyone who doesn't have to take your word for it. Studio is that thinking, shipped as a product.

You — the lifetime community — were the first to bet on this. That's why every promise from your original deal is intact, why lifetime cohorts get new capabilities first, and why I read every message from this community personally.

— Harish Kumar
Founder, Quantamix Solutions