Understanding Intent Verification - Common Questions
You don't trust AI. Neither do we. Intent verification (the system checking that the answer actually matches what you asked for, before you ever see it) is not about restricting what AI can do - it is about making sure it does what it should. DreamerOS applies structured rules and integrity checks so every answer is traceable, trustworthy, and aligned with what you actually meant. Below are answers to the questions people ask most.
If you have never used DreamerOS before, the three answers that orient most people are: What is DreamerOS?, How is it different from raw ChatGPT or Claude?, and Why would I pay when Light is free? The rest of the page is depth on demand. Search above if you came with a specific question.
Getting started
What is DreamerOS?
In plain English DreamerOS is an AI operating system built around integrity checks. Every message you send passes through three layers before you see a response. First, the question shaper restructures your prompt so the engine understands exactly what you mean - not what it guesses you mean. Second, the engine generates the response. Third, the integrity layer checks that response for hallucination, drift, and completeness before it reaches you. The result: answers that are accurate, not just fast.
Why switch from ChatGPT Plus or Claude Pro? What does this fix that I don't already have?
Start here You are not switching. DreamerOS runs on top of the AI you already pay for and checks its work - it scans every answer for hallucination, drift, and gaps before that answer reaches you, so a made-up fact gets caught instead of acted on. The thing you do not already have: it remembers you across all of them. ChatGPT forgets what you decided in Claude. Claude forgets what you decided in ChatGPT. DreamerOS holds one memory that every engine reads from and writes to, so you stop re-explaining yourself every time you switch tools. Keep your subscriptions. Add the layer that makes them reliable and gives them a shared memory.
What does "Infinite Prompts" mean?
It means every prompt you type is the right prompt. You do not need special syntax, brackets, or carefully crafted instructions. You talk naturally. The Endless Dream Engine restructures your messy input into an optimized, engine-specific prompt behind the scenes. One messy thought in, expert-level output back. That is what Infinite Prompts means - there is no wrong way to ask.
Is DreamerOS free?
Light is 100% free DreamerOS Light is free. No credit card, no trial period, no artificial limits. Use it through the GPT Store (no account needed) or at app.dreameros.app (free account, 30 seconds to set up). Light includes promptless interaction, automatic thinking mode detection, follow-up forecasting, and layered answers.
How do I get started?
Two options. The GPT Store version is instant - no signup, just open and ask. The web app at app.dreameros.app requires a free account but gives you conversation history, intent verification metadata, and a path to Pro. Both run the same intent-verified pipeline.
Do I need a ChatGPT account?
Only for the GPT Store version. The web app at app.dreameros.app works independently - no ChatGPT, Claude, or any other AI account required. If you already use Claude or another MCP-compatible client, you can connect DreamerOS as a connector and use it inside your existing tool.
How it works
How is DreamerOS different from raw ChatGPT or Claude?
Raw AI tools hand you a text box and hope for the best. DreamerOS adds three layers on top of the model you already use: the question shaper restructures your input so the engine understands what you actually meant, smart routing sends your request to the best engine for the job, and integrity checks scan the output for hallucination, drift, and gaps before it reaches you. Same models underneath. Completely different experience on top.
Is it just a wrapper?
No. A wrapper changes the UI. DreamerOS changes the pipeline. Every message passes through computational prompt shaping, intelligent routing across five engines, and integrity validation. When the integrity layer detects ambiguity or risk, a silent second opinion from an independent engine cross-checks the answer. Your input is transformed before the AI sees it. The output is checked before you see it. That is a verification pipeline, not wrapping.
What is the Integrity Pipeline?
Core architecture The Integrity Pipeline is the three-layer path every request takes before you get an answer. Layer 1: the question shaper restructures your input into a sharp prompt. Layer 2: the engine generates the response. Layer 3: the integrity layer checks that response for hallucination, drift, and gaps. Pro users see full response metadata showing exactly what happened at each layer.
How does the question shaper work?
The question-shaping layer takes your natural language input and transforms it into a structured, domain-aware, engine-optimized prompt. It detects your intent, fills in missing context, selects the right thinking mode, and formats the prompt specifically for whichever engine will handle your request. You never see this step - but it is the reason a 7-word question produces a strategy document.
How do integrity checks work?
The integrity layer checks every response for hallucination risk, confidence gaps, assumption drift, completeness issues, and temporal confidence. In Light, it warns when it detects problems. In Pro, it is fail-closed - if integrity checks fail, bad output is intercepted before it reaches you.
What is the Second Opinion?
When the integrity layer flags a response as ambiguous, low-confidence, or high-stakes, an independent engine silently cross-checks the answer. If it finds errors or significant omissions, a warning is surfaced. If not, you never know it happened. This is peer review for AI - triggered automatically, not on every message. The Second Opinion runs asynchronously with zero impact on response time.
What are the Founding Laws?
Four non-negotiable rules enforced computationally in every response: Law 001: Structural Precision - zero ambiguity in every prompt Law 001A: Expert Framing - responses are framed as domain expert output Law 002: Complete Delivery - you are never told to go elsewhere for the answer Law 003: TLDR First - exact answer on line 1, then details Law 004: Live Data Rule - if the answer could differ tomorrow, it routes to the Research engine with real sources These are not guidelines. They are enforced in the pipeline.
What are the 22 behavioral principles?
Enforced rules - not suggestions - that apply to every DreamerOS response. They include accuracy over completeness, no speculative filler, no false guarantees, explicit uncertainty, push back on flawed premises, silent drop detection, and anchor before analysis. These rules fire on every single response, not just some.
What is the Zero-Assumption Protocol (ZAP)?
When your request is ambiguous, DreamerOS asks you to clarify instead of guessing. If it must make an assumption to proceed, it tells you what that assumption is before continuing. You never get answers based on silent guesses about what you meant.
Engines and routing
What AI engines does DreamerOS use?
Five specialized engines, each with a defined role: Build - produces artifacts, implements workflows, ships deliverables Intent Verification - protects structure, detects drift, enforces doctrine Synthesis - cross-document coherence, compression, contradiction mapping Signal - public perception, market reaction, competitive pulse Research - citation-grade search, source validation, real-time information DreamerOS never shows vendor or model names. You interact with roles, not brands.
Can DreamerOS answer questions about today's weather or stock prices?
Yes - live data Yes. DreamerOS detects when your question needs live information and automatically routes it to the Research engine, which returns answers with real sources. Weather, stock prices, breaking news, product availability - anything that could be different tomorrow gets routed to live search, not stale training data.
Can I pick which engine answers my question?
Pro users can teach DreamerOS which engine to use. By default, DreamerOS selects the best engine for each task automatically. Simple questions stay fast. Complex questions get the full pipeline.
What are the four routing strategies?
Best fit: DreamerOS picks the optimal engine automatically Consensus: Same query sent to multiple engines in parallel, responses compared for agreement Compare: Each engine's response shown side by side, you decide Sequential: Output from one engine becomes input to the next, pipeline handoff
How does routing work technically?
DreamerOS analyzes your question before it reaches any engine. It figures out what type of task you need done - research, building, analysis, creative work - and sends it to the right engine. Routing happens before restructuring because a prompt optimized for research looks different than one optimized for building.
Memory and data
Does DreamerOS remember my conversations?
Yes - cross-engine Yes. In Pro, conversations persist across sessions and across engines. Ask something in Build today, switch to Intent Verification tomorrow - both sessions draw from and write to the same memory. Your context never belongs to any single AI vendor.
What is cross-engine memory?
Memory stored at the DreamerOS verification layer, not inside any single AI platform. When you make a decision in one engine, that decision is available to every other engine. No copy-pasting between tools. No starting over. One brain, five engines.
What data does DreamerOS store?
Conversations, integrity check events (which engine handled each request, check results, token costs), memory entries (decisions, facts, preferences extracted from your interactions), and your account information. Message content is never logged to external systems - it stays in your DreamerOS account.
Can I export my data?
Yes Full JSON/CSV export of all memory, conversations, and intent verification documents. Available on every tier. Data portability is a right, not a paid upgrade.
What happens if I cancel Pro?
Your data remains accessible for export for 90 days. After that, it is deleted per the retention policy. You can downgrade to Light at any time - Light features continue working, but Pro features (cross-engine memory, full integrity checks, routing, file absorption) become inaccessible. Your data is not deleted on downgrade, just gated.
Is my data private?
Yes DreamerOS does not sell user data. No ads in conversations. No silent model swaps. No data shared with third parties for training. When using Pro, your interaction data feeds your own improvement loop - making DreamerOS better at understanding how you work. That data is yours.
Where is my data stored?
Your data lives in one private database, scoped to your account, in a single US region - managed by DreamerOS, not spread across vendor systems. No other user can reach it. No cross-user leakage. For engineers: single authoritative store, append-only receipts, identity in a separate plane from application data. Multi-region redundancy is on the roadmap. One database. Your account. Your data.
Pricing and plans
What are the DreamerOS tiers?
Light (Free) - Chat with one engine. 3 free Pro tool uses per cycle. Memory across sessions. Full audit trail.
DreamWeaver Solo ($9.99/mo) - Take one engine seriously. Pick one of: Build (ChatGPT), Review (Claude), Synthesis (Gemini), Signal (Grok), Research (Perplexity). Pre-check and post-check on every answer. Cross-session memory. Full audit trail. 2,048-token responses. 50 checked requests per hour.
DreamWeaver Duo ($14.99/mo) - Two engines that share what they know. Pick any two from the full five-engine lineup. They share memory - what one knows, the other knows. Everything in Solo plus the second engine and the shared layer.
Pro ($39.99/mo) - All five engines, verified. The system picks the best engine per question. Memory compounds across every engine and every session. File / image / audio absorption. Image generation through all five verified engines. MCP connector. API key. Direction Set Workshop. 5,000-token responses. 100 checked requests per hour. Full audit trail with sources, costs, and integrity scores.
Elite (Invite only) - Everything in Pro plus operator-grade verification: custom routing rules, Custom GPT and Custom Claude Project provisioning. The multi-engine image quorum and iterative vision critique loop are coming as wired for Elite.
What is DreamWeaver?
DreamWeaver is the entry point to paid tiers. Solo lets you pick one AI engine and get pre-check and post-check on every answer. Duo lets you pick two - they share memory. Both run the same integrity pipeline as Pro, scoped to the engines you choose. If you want all five engines plus file absorption, image generation, and the Direction Set Workshop, that is Pro.
Why would I pay when Light is free?
This is the key question Light gives you one engine with warn-mode integrity checks. Pro gives you all five engines with fail-closed checks - bad output is intercepted before it reaches you. Pro also adds file and image absorption so you can drop any document in and reason on it, image generation through all five verified engines, the Direction Set Workshop to build portable operating instructions for 70+ AI tools, cross-engine memory that compounds, and the MCP connector. If you use AI for work that matters, Pro pays for itself the first time it catches a hallucinated claim you would have acted on.
I already pay for ChatGPT Plus / Claude Pro. Why add DreamerOS?
You are paying for a faster engine. DreamerOS is the verification layer on top. ChatGPT Plus does not check its own output. Claude Pro does not remember what you decided in ChatGPT last week. Neither one routes your question to whichever engine is best for that specific task. Asking a model to audit itself is asking the fox to watch the henhouse. DreamerOS does not replace your subscriptions - it makes them reliable.
How much does each query cost?
Pro users see exact token count and USD cost on every response in the intent verification metadata sidebar. Typical intent-verified queries cost $0.002 to $0.01 depending on complexity and which engine handles them. Your subscription covers all intent verification processing - the per-query cost shown is the raw engine cost for transparency.
Connectors
How do I connect DreamerOS to Claude?
Two options: Claude.ai - Go to Claude.ai Settings, find MCP Connectors, add a new connector with the DreamerOS MCP URL. Your API key is in your DreamerOS profile at app.dreameros.app/connect. Claude Desktop - Open Claude Desktop settings, add the DreamerOS MCP server configuration. Same API key.
Once connected, DreamerOS tools (chat, recall, remember, route, etc.) appear as available tools inside Claude. You use Claude normally - DreamerOS intent verification runs invisibly on every interaction.
How do I connect DreamerOS to ChatGPT?
Easiest option Use the DreamerOS GPT in the ChatGPT Store. Click the link, send any message, sign in when prompted. Done. All 12 GPT Actions are active. No MCP, no configuration, no pasting URLs. This is the fastest way to start using DreamerOS.
How do I connect DreamerOS to Perplexity?
Live now Perplexity MCP connector is live. Requires Perplexity Pro, Max, or Enterprise. Go to Settings, click Connectors, click "+ Custom connector" (top right), select Remote, name it "DreamerOS", paste your MCP Server URL from app.dreameros.app/connect, set Auth to None and Transport to SSE. Check the box, click Add. DreamerOS tools appear in every thread. Takes 45 seconds.
How do I connect DreamerOS to Gemini?
Gemini supports MCP through the Gemini CLI and the Google AI API. Open your terminal, run gemini, then edit ~/.gemini/settings.json to add DreamerOS as an MCP server with your URL from app.dreameros.app/connect. Restart the CLI and type /mcp to confirm. Note: the Gemini web UI at gemini.google.com does not yet support custom MCP connectors.
How do I connect DreamerOS to Grok?
Grok supports remote MCP servers through the xAI API. Pass DreamerOS as an MCP tool in your API call using your MCP Server URL from app.dreameros.app/connect. Both the xAI SDK and the OpenAI-compatible endpoint work. Note: the Grok web UI does not yet have user-facing MCP connector settings.
Can I use DreamerOS with Cursor, VS Code, or other MCP clients?
Yes DreamerOS exposes 12 tools via the Model Context Protocol. Any MCP-compatible client can connect using your DreamerOS API key. Same intent verification pipeline. Same integrity checks. Same memory. Wherever MCP works, DreamerOS works. For step-by-step setup for every platform, see the connect page.
Two surfaces, one auth. MCP tools at /api/v1/actions/ for memory and routing (chat, recall, remember, route, verify, and so on). REST endpoints at /api/v1/ for the B2B Trust API: Verify, Underwriter, Bonds, Provenance, Audit Export, Cross-Service Feed, Intent Clarify, Fingerprint Export, Caught-This-Week leaderboard. Both authenticate with the same Bearer token (your API key). Full docs on the API page.
What are the B2B Trust API endpoints?
Ten B2B integrity and trust primitives shipped on the gateway 2026-05-19. Tier 1 (consumer): Verify (light free, deep $0.05, exhaustive $0.25), Fingerprint Export (cryptographically signed portable passport), Caught-This-Week leaderboard (public, pseudonymous), Cross-Service Feed (Sentry, Railway, Vercel, Supabase, GitHub unified), Intent Clarify (intent classification layer). Tier 2 (B2B and Enterprise): Underwriter (Pro+, $0.10/call), Bond Registry (Pro+, /listings public), Provenance (Pro+, C2PA-aligned), Adherence Audit Export (Elite). All usage-billed through event cost tracking so charges land itemized on your Stripe invoice. Full reference at /dreameros-api.php.
What models does DreamerOS use?
Five engines managed via the Model Routing Registry. DreamerOS never exposes vendor or model names to users - you interact with roles (Build, Intent Verification, Synthesis, Signal, Research). Models are updated within 2 weeks of new GA releases and require intent verification review before reaching production.
What is the latency overhead?
The Second Opinion runs asynchronously - zero user-facing latency impact. Prompt shaping adds approximately 200ms. The integrity post-check runs in observe mode (async). Total visible overhead for a checked response is minimal compared to raw engine response time.
Is there a self-hosted option?
Not currently. Enterprise tier (custom pricing) includes dedicated infrastructure options. Contact us for details.
What is the response metadata sidebar?
Every Pro response includes a metadata panel showing: which engine handled your request, which thinking mode was detected, whether integrity pre-check and post-check passed, whether the Second Opinion flagged anything, token count (in and out), and the USD cost of the request. The audit trail, made visible on every response.
Competitive
How is DreamerOS different from Portkey, LiteLLM, or OpenRouter?
Those are infrastructure plumbing - model routers, API proxies, observability layers. DreamerOS is an intent verification and experience layer that sits above the plumbing. LiteLLM routes by latency and cost. DreamerOS routes by task type, restructures every prompt for the target engine, integrity-checks every output, and maintains cross-engine memory. Different category entirely.
Is this just prompt engineering packaged as a product?
No. Prompt engineering is you manually crafting better inputs. The question-shaping pipeline restructures every input automatically - classifying domain, calibrating depth, applying engine-specific optimization, and scoring quality. You never write a prompt. The system writes it for you, differently for each engine, on every single message.
What happens when AI models get better - does DreamerOS become unnecessary?
The opposite Better models need better intent verification, not less. A faster car needs better brakes. As models become more capable, the consequences of unchecked output increase. DreamerOS evolves with the models - the Model Transition Protocol updates routing, recalibrates integrity thresholds, and validates direction sets within 2 weeks of any major model release.
What about the EU AI Act?
Full enforcement begins August 2026. Penalties up to 35 million EUR. 77% of organizations lack infrastructure to enforce AI policies. DreamerOS is building toward compliance export - audit-ready documentation generated on demand. This is on the roadmap, not yet shipped.
DreamerOS GPT and ChatGPT
Can I use DreamerOS inside ChatGPT?
Yes The DreamerOS GPT runs inside chatgpt.com. Search for DreamerOS Infinite Prompts in the GPT Store, click it, and start using intent-verified AI immediately. Light tier intent verification works for everyone - no account required.
How do I activate my DreamWeaver subscription inside ChatGPT?
Open the DreamerOS GPT inside ChatGPT and sign in with your DreamerOS account. The GPT detects your subscription tier automatically - DreamWeaver Solo, Duo, or Pro. No reinstall, no configuration. Your tier just activates.
Do I need a DreamerOS subscription to use the GPT?
No - free tier available Anyone can use the DreamerOS GPT for free with Light tier intent verification. Subscribing to DreamWeaver Solo ($9.99/mo), Duo ($14.99/mo), or Pro ($39.99/mo) unlocks additional engines, cross-engine memory, and the full intent verification pipeline - all inside the same ChatGPT interface.
Trust and intent verification
What does "integrity checks on every response" mean?
This is the important one It means DreamerOS operates under explicit rules that cannot be silently changed or ignored. No guessing (ZAP - the Zero-Assumption Protocol). No silent drops (everything tracked). Integrity checks on every output. When an integrity check flags risk, a second independent engine cross-checks the answer (Second Opinion). The checks are the architecture, not an afterthought.
What is Digital Buoyancy™?
The integrity framework that keeps DreamerOS accountable. It ensures every AI interaction answers three questions: Who is asking (Authentication), What is allowed (Authorization), and What happened (Accounting). The Buoyancy Score badge in the corner of your screen reflects integrity health in real time.
Can I see proof this actually works?
Yes. Three ways: (1) Use the free tier and compare the output quality to raw ChatGPT on the same question. (2) Upgrade to Pro and see full response metadata on every response - which engine, what was checked, what was flagged. (3) Check the integrity stats: 7,000+ checks performed and counting.
Who built DreamerOS?
DreamerAI. Built by a systems architect who operates across all five engines daily as the Human Conductor. DreamerOS automates what the founder does manually - route tasks to the best engine, validate output quality, maintain cross-engine memory, and enforce quality rules. The product is the workflow made software.
Can I rotate my API key?
Yes. If you believe your API key has been compromised, contact support immediately and we will rotate it. A self-service key rotation feature in the settings dashboard is on the product roadmap.
What is a Public Verifiable Receipt?
For everyone Every DreamerOS response can be signed and shared. Anyone with the receipt ID (format dro_evt_*) can verify the integrity verdict and integrity signature at /api/v1/receipts/{id} without a DreamerOS account. Proof of multi-engine verification, on demand. See the API docs.
How does the B2B Verify API work?
For businesses POST /api/v1/verify accepts any text and returns a signed integrity verdict (go / hedge / block) plus the full pipeline result. Other companies use DreamerOS to verify their own AI outputs and ship a signed event_id to their customers. Pro tier and above. See the API docs.
What is the Cognitive Passport?
Moat feature Your cognitive fingerprint (the profile of how you think, decide, and prefer to work, built from your own interactions) is exportable as a cryptographically signed JSON token. Import it into ChatGPT custom instructions, Claude system prompts, Cursor rules, or any MCP-aware AI - those tools instantly pick up how you operate. First portable AI identity across vendors. See the API docs.
What is pay-per-depth pricing?
Pricing The Verify API supports three depths: light (free, any tier, verdict only), deep ($0.05 / call, Pro+, full fidelity axes + signed receipt), exhaustive ($0.25 / call, Elite, full integrity flags + audit trail). Pay only for the depth you need rather than a flat subscription. See the API docs.
What is the Caught This Week leaderboard?
Public A public, pseudonymous ranking of users whose DreamerOS pipeline caught the most high-severity or critical decisions in the past 7 days. No PII exposed (user IDs are SHA256-hashed). Proof DreamerOS is catching real risks every week. See the API docs.
What is the Underwriter endpoint?
For high-stakes work POST /api/v1/underwrite takes a claim or decision, runs three-axis verification (fidelity, consequence, endgame), and returns a cryptographically signed underwriting certificate with a policy_id. Use it as proof your decision was vetted. Pro+ tier, $0.10 per call. See the API docs.
What is the Intent Clarify endpoint?
Public API POST /api/v1/intent/clarify accepts ambiguous text and returns an intent classification (architectural_decision, ship_it, risk_scan, strategy, day_to_day, and others) with a depth hint. Free for Light tier; Pro+ adds prompt restructuring and emotion signal. See the API docs.
What is the Cognitive Bond Registry?
Tracking primitive A signed snapshot of a users fingerprint state at a point in time. Other AI tools can subscribe to a bond to track that users evolving cognitive profile. Bonds are tracking primitives, NOT financial instruments. Pro+ to issue, public to list. See the API docs.
What is the Cognitive Provenance Registry?
Notary for ideas POST /api/v1/provenance/claim takes text and returns a cryptographically signed receipt proving you thought it at that timestamp. Anyone can verify the claim at /api/v1/provenance/{claim_id}. Like a notary for ideas. See the API docs.
What is the Adherence Audit Export?
For Elite users GET /api/v1/audit/export returns your full integrity trail (every integrity check event in the window) as a JSON-LD bundle with a tamper-evident bundle_sha256. The complete audit record for any window you specify. Elite tier. See the API docs.
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