dAutomata is the all-in-one AI operations platform for growing businesses, IT Service Providers, and Advisory Firms. Let one team member safely oversee 30+ client or department environments with automatic safety checks, one-click Slack & Teams approval cards, and private cloud execution where your data never leaves your network.
Standard AI chatbots try to read thousands of messy chat messages all at once—making them slow, expensive, and prone to making things up. Instead, dAutomata keeps a live, organized map of your teams, projects, and tools (Instant Company Memory), pulling the exact verified facts needed for any task in under 2 milliseconds.
Receives requests from Slack, Teams & Email. Automatically recognizes who is asking and what they need without asking 20 questions.
Automatically links the team member to their active projects, software systems, and support tickets so no details are missed.
Pulls the exact 100 verified business facts needed in under 2 milliseconds—instead of feeding 8,000 lines of old chat noise into AI.
Background workers learn from every approved task and update your company memory safely behind locked safety rules.
Delivers a clear, pre-filled summary card right inside Slack or Microsoft Teams so your lead can review and approve with one click.
dAutomata is a zero-code enterprise workflow engine. Use our visual workflow builder, 96 certified agent tools, and 40 ready-made templates to build custom workflows like these 9 reference playbooks—complete with locked safety rules and one-click human approval.
Finds the exact code update that caused a website or server outage and sends a one-click Slack card to roll back to the last healthy version.
Checks customer billing complaints against contract terms and actual usage logs, calculates the exact refund, and asks a manager for one-click approval.
Spots leaked passwords or API keys immediately, disables the exposed key, logs out active sessions, issues fresh passwords, and saves an audit report.
Catches urgent tickets from VIP customers immediately, diagnoses the root cause, opens an engineering fix ticket, and prepares an executive update to send.
Detects when a nightly reporting pipeline breaks due to a new database column, tests the fix in a safe sandbox, and reloads your reports cleanly.
Grants on-call engineers temporary 60-minute emergency system access with full session recording, then automatically revokes access when time is up.
Eliminates manual compliance screenshots. Automatically checks security settings every day, seals the proof digitally, and syncs with Vanta and Drata.
Combines Stripe revenue, QuickBooks invoices, and Gusto payroll into an accurate Monday morning financial summary in Slack and PDF.
Reads 150+ project files and 12,000 expense rows, checks R&D tax eligibility rules automatically, and prepares an audit-ready tax schedule with zero math errors.
Easy central management for your team, combined with private cloud execution so your sensitive customer data and passwords never leave your network.
Easy multi-client & multi-team management from one screen
Runs directly inside your own AWS, Azure, or Google Cloud
No business wants "all-or-nothing" AI automation on day one. dAutomata gives you a simple 3-step control dial so you can start in a 100% risk-free practice mode, move to one-click manager approvals, and turn on full auto-pilot only when you are ready.
The AI coworker watches alerts and tests its proposed fixes inside a safe test sandbox. It shows you exactly what it would do—without touching any live systems.
dAutomata does all the heavy research and preparation, then pauses and sends a clear approval card to Slack or Microsoft Teams. Nothing happens until an authorized manager clicks Approve.
For routine, pre-approved tasks, verified workflows run automatically in seconds. If any downstream step encounters an issue, dAutomata automatically undoes the change right away.
See how dAutomata compares against fragile screen-recording bots, unpredictable AI scripts, and expensive legacy IT tools.
| What Matters Most | Legacy Screen Bots (UiPath) | DIY AI Scripts (LangGraph) | Traditional IT Tools (ServiceNow) | dAutomata™ Platform |
|---|---|---|---|---|
| How Work is Executed & Undone | Fragile screen clicks that break easily | Unpredictable AI loops with no automatic undo | Rigid, manual rule chains | Verified Step-by-Step Workflows + Instant Automatic Undo |
| Private Cloud Connection | Requires open ports & desktop agents | Complex custom network setup required | Slow 5–15 minute polling delays | Instant Outbound Sync (< 5ms, Zero Open Firewall Ports) |
| Safety Checks & Guardrails | None (hardcoded into scripts) | Slow 5s–30s AI prompt checks that can be tricked | Slow external approval webhooks | Instant Locked Safety Rules (< 1ms) + 100% Accurate Math |
| Human Control & Rollout | 100% manual setup | All-or-nothing black-box risk | Slow multi-day ticket queues | 3-Step Safety Dial (Practice Mode ➔ 1-Click Approval ➔ Auto-Pilot) |
| AI Usage & Token Costs | N/A | $10,000+/mo in unpredictable AI token bills | High per-action software fees | Built-In Private Cloud AI Workers ($0 Extra Token Fees) |
| How It Remembers Context | None (static forms) | Dumps thousands of messy chat lines into AI | Disconnected ticket tables | Instant Company Memory (< 2ms Verified Fact Lookup) |
| Managing Multiple Clients / Teams | One desktop at a time | No built-in client separation | Expensive per-seat licensing | 1-Click Multi-Client Dashboard with Strict Data Separation |
An honest, evidence-based architectural assessment of raw developer agent SDKs (the engine block) vs. the dAutomata™ Enterprise Control Plane (the armored vehicle).
Saying “dAutomata cannot compete with LangGraph” is a classic Category Error—like saying ServiceNow or Datadog cannot compete with Python. LangGraph, CrewAI, and AutoGen are low-level developer code libraries (the engine block). dAutomata™ is a Multi-Tenant Enterprise Governance, Security & Reliability Control Plane (the armored vehicle). If you position dAutomata as the Enterprise Control Plane that governs workflows and wraps LangGraph/CrewAI agents in sub-millisecond locked safety rules, hardware-signed human approvals, and strict multi-client isolation, you win the exact enterprise production budget that raw developer SDKs leave on the table.
Industry reports note that PwC “selected CrewAI to help build its Global Agent OS,” while Uber, BlackRock, and Cisco each needed 200+ platform engineers spending 12–18 months building safety proxies, vaults, approval queues, and audit ledgers around LangGraph. 99% of enterprises and MSPs do not have 200 AI platform engineers—dAutomata™ IS that Enterprise Agent OS out of the box.
A developer prototyping a quick chatbot in 20 lines of Python will always reach for
pip install langgraph. But CISOs, Risk Officers, and SRE Directors block ungoverned Python
scripts from touching production databases, ERPs, or industrial controllers at 3 A.M. without
sub-millisecond locked safety rules, automatic undo, and hardware-signed approvals.
You never have to rewrite your data science team’s existing prototypes. Any LangGraph, CrewAI, or AutoGen agent can be plugged directly into a dAutomata workflow as a governed worker step—instantly gaining 84 enterprise connectors, hard USD spend fuses, durable crash checkpoints, and SOC 2 audit proof.
| 7-Subsystem Architecture | LangGraph / CrewAI / AutoGen (Raw SDKs) | dAutomata™ Enterprise Control Plane |
|---|---|---|
| S1 · Orchestration & Consensus Voting | [CODE ONLY] Developers hand-code Python graph nodes, fan-out logic, and custom voting reducers from scratch. | Visual + Code Workflow Studio with native parallel fan-out, majority consensus voting, and 40 industry blueprints. |
| S2 · Company Memory & Compaction | [MANUAL] Raw thread state saving; developers must build their own context compaction and tenant-isolated memory. | Automated Context Compactor (80% budget trigger), Turn-40 Context Rot check, and Instant Company Memory (< 2ms). |
| S3 · Pre-Certified Tools & Recovery Hints | [DIY TOOLS] Wraps raw Python functions; zero built-in enterprise/OT connectors; bare errors crash the loop. | 84 Enterprise & Industrial Connectors + 96 Certified Agent Tools with usage boundaries and structured recovery hints. |
| S4 · 3 A.M. Safety Rings & Approvals | [NONE] Zero
built-in policy firewall. If a developer forgets an if check in Python, destructive
actions fire. |
0.4ms Locked Safety Rule Firewall (98 baseline rules), isolated Tool Test Sandboxes, and Hardware-Signed Approval Gates. |
| S5 · Flight Recorder, Evals & Drift | [PAID ADD-ON] Requires paid LangSmith cloud subscription; grades traces rather than business outcomes. | Time-Travel Span Waterfall, 225+ Continuous Regression Evals, Path-Agnostic Outcome Rubric Judge, and Live Drift Needles. |
| S6 · Power, Cost & Spend Breakers | [LOOP COUNT ONLY] Basic recursion integer counter; zero USD spend fuse or partial-progress preservation. | Step & Task USD Spend Cap Fuse returning graceful stop-report-ask state with 1-click manager budget approval. |
| S7 · Reliability Chassis & Idempotency | [SINGLE-TENANT] Basic database saver without cross-client isolation guards or duplicate-action prevention. | Tenant-Isolated Durable Checkpoints (HTTP 403 guard), Idempotency Ledger (zero double-refunds), and Tamper-Proof Audit Trail. |
“We don’t compete with LangGraph any more than CrowdStrike or ServiceNow competes with Python. LangGraph is a great library for a developer writing an agent loop on their laptop. dAutomata™ is the Enterprise Control Plane that makes AI agents safe for 3 A.M. production—Whether your team builds workflows natively in dAutomata’s SOP Studio or plugs in existing LangGraph and CrewAI workers, dAutomata is the governance chassis that lets your CISO say YES to production.”
“A modern commercial airliner has a powerful jet engine, yet no airline would fly passengers with just an engine and no cockpit instruments. dAutomata™ surrounds its central AI engine with 7 protective co-pilot subsystems and all 38 ISO/IEC 42001:2023 controls—locking every action inside a 0.4ms CEL safety gate, 96 certified tools, hard USD spend circuit breakers, SHA-256 Citus checkpoints, and an AWS Nitro Enclave hardware vault sealed with Ed25519 cryptography.”
Predictable monthly pricing designed for growing businesses, Managed Service Providers (MSPs), and Advisory Firms—so 1 senior operator can safely oversee 30+ environments.
Estimate how many hours and dollars your team saves each year by automating repetitive incident and operational tasks.
Backed by written service-level agreements (SLAs) and independent security audits.
Straightforward answers for business owners, operations leaders, and security teams.
dAutomata follows a strict zero-storage rule. When a workflow runs, your business data is processed only in temporary memory inside your own private cloud. The moment the task finishes, that temporary memory is completely wiped clean.
We also guarantee this in our customer contract: your company documents, database records, and chat messages are never saved to disk and are never used to train or fine-tune any AI models.
Most AI tools try to read thousands of old, messy chat messages all at once—which slows them down, drives up costs, and causes the AI to guess when information is outdated.
Instead, dAutomata keeps a clean, up-to-date map of your teams, projects, and tools (Slack, Jira, GitHub, Stripe, AWS). When a request comes in, it pulls the exact ~100 verified facts needed in under 2 milliseconds (< 2ms). This cuts AI compute costs by up to 88% and eliminates AI guessing.
In dAutomata, the AI model is never allowed to touch your live systems directly. Instead, the AI drafts a proposed plan, and every step must pass through Locked Safety Rules checked in under 5 milliseconds (< 5ms) before any action can run.
These rules enforce your exact business limits (such as maximum refund amounts, which servers can be updated, and who is allowed to approve). If anything falls outside your rules, it is blocked immediately and sent to a manager for review.
dAutomata splits management from execution so your sensitive data never leaves your building:
Your team uses the Central Command Dashboard to view workflows and approvals, while a lightweight Private Cloud Worker runs directly inside your own AWS, Google Cloud, or Azure account. Your database records, private files, and system passwords stay 100% inside your own cloud perimeter.
Saying “dAutomata cannot compete with LangGraph” is a classic Category Error—like saying ServiceNow or Datadog cannot compete with Python. LangGraph, CrewAI, and AutoGen are low-level developer code libraries (the engine block). dAutomata™ is the Multi-Tenant Enterprise Governance, Security & Reliability Control Plane (the armored vehicle).
While organizations like PwC, Uber, and BlackRock needed 200+ platform engineers spending 12–18 months building an “Agent OS” around CrewAI or LangGraph, dAutomata IS that Enterprise Agent OS out of the box—and you can plug your team’s existing LangGraph or CrewAI scripts directly into dAutomata as governed workflow steps.
You can connect existing software or internal APIs in under 60 seconds (< 60s) using our 84 Enterprise & Industrial Connectors and 96 Certified Agent Tools.
Instead of overwhelming the AI with hundreds of buttons at once, Subsystem 3 (Agent-Computer Interface — Master Surgeon’s Tray) selects only the top 5 most relevant, pre-approved tools for the specific task at hand—preventing wrong tool calls and cutting AI processing costs by up to 80%.
At dAutomata, Rule Zero (“Deterministic-First”) is simple: never let an AI guess when a proven business rule or exact decimal calculation already knows the answer.
Just like a commercial airliner relies on radar, fuel gauges, brakes, and a black-box flight recorder, dAutomata surrounds its AI core with 7 protective co-pilot subsystems: (1) 16-Task Parallel Fan-Out (Air Traffic Control), (2) Turn-40 Context Compactor & Memory Pump (Smart Executive Notebook), (3) 96-Tool ACI (Master Surgeon’s Tray), (4) 0.4ms Pre/Post CEL Safety Gate across 98 policies (High-Speed Security Checkpoint), (5) 7-Check Outcome Rubric Judge (Independent Quality Inspector), (6) Hard USD Spend & Loop Circuit Breakers (Fuse Box & Emergency Brake), and (7) SHA-256 Citus & TigerBeetle Checkpoints (Airplane Black-Box Flight Recorder).
Just as ISO 9001 proves factory quality and ISO 27001 proves network security, ISO/IEC 42001:2023 is the world’s first international standard for safe, accountable Artificial Intelligence. dAutomata builds all 38 ISO 42001 controls directly into the software: (1) No “Shadow AI” (live inventory of every model, prompt, and data source), (2) Human-in-the-Loop Sign-Off for high-impact actions, (3) Instant “Kill-Switch” Override across your entire fleet in milliseconds, and (4) 100% Explainable Audit Trail.
Every sensitive operation runs inside an isolated AWS Nitro Enclave hardware vault where neither hackers nor cloud providers can peek inside, and every completed action is stamped with an unforgeable Ed25519 Hardware Digital Signature.
Subsystem 6 (Spend & Loop Circuit Breakers) sets a hard US Dollar budget cap and a maximum step counter on every job. If an AI task gets stuck in a loop or approaches its budget limit, the fuse trips immediately and escalates to a human manager (HITL)—guaranteeing zero surprise cloud bills.
At the same time, Subsystem 5 (Outcome Rubric Judge) ensures the AI is never allowed to grade its own homework: an independent mathematical scorecard grades every output across 7 strict quality checks and monitors live drift needles every day.
Standard AI scripts start over from scratch when a connection drops—risking duplicate actions or double-charging an account.
In dAutomata, Subsystem 7 (Resilient Chassis) saves a tamper-proof digital snapshot (sealed with a SHA-256 cryptographic lock) after every single step inside our distributed Citus & TigerBeetle database. If a server restarts on Step 9 of 10, dAutomata resumes right at Step 9—never repeating work or double-charging a customer.