Everything people ask about CORE, answered directly.

What CORE is

What is CORE?

CORE (Cognitive Orchestration Engine) is an AI software engineering platform built by SSDB Tech Services, Inc. of Dallas, Texas. It works on software in whatever state it is in. CORE Evaluate tests existing systems and checks their compliance readiness, CORE Optimize changes live systems safely, CORE Re-engineer rewrites or re-architects legacy applications with their business rules preserved, and CORE Create builds new systems from a requirement. Self-heal runs across every product, and a named person on your team approves every step.

What does CORE stand for?

CORE stands for Cognitive Orchestration Engine. Each letter also maps to one of its four products: Create, Optimize, Re-engineer, Evaluate.

Who makes CORE?

SSDB Tech Services, Inc., an enterprise software delivery company founded in 2012 and headquartered at 539 Commerce St #2122, Dallas, Texas 75208. The founder and CEO is Sunil Singh. Mayank Mahalwala is Head of Operations and Julius Selvaraj is Chief Architect.

Is CORE a code assistant, a low-code platform, or an autonomous agent?

None of the three. A code assistant helps an engineer type faster inside an editor. A low-code platform runs your app on its own runtime. An autonomous agent is designed to complete work with minimal human intervention. CORE is a blueprint-first orchestration engine: it operates at the delivery-project level, produces standard code you own outright, and is deliberately designed so a human cannot be bypassed.

What is 'describe to deploy'?

It is shorthand for CORE's model: you describe a business process in plain language, CORE turns that description into an approved design and then into deployable enterprise software. The important word is not 'describe' — it is 'approved'. The description alone never becomes code.

Products, testing and compliance

Which products does CORE offer?

Four, matched to the state of your software. Evaluate, for software that runs but is unproven: quality testing and compliance readiness. Optimize, for software that runs and needs to change: features, integrations and bug fixes with regression proof. Re-engineer, for software on a technology or architecture nobody wants to touch: rewrites and re-architectures with business rules preserved. Create, for software not built yet: new systems from a requirement.

Does CORE do software testing?

Yes. CORE Evaluate runs functional, regression, API and integration, load and performance, browser and device, accessibility, data integrity and security testing, including vulnerability assessment and penetration testing where it is in scope. Load tests run from a runner inside your own hosting, and every category produces its own report plus one consolidated summary.

What is a compliance readiness review?

You connect your code, choose your frameworks, and CORE checks whether each control actually exists in your code, infrastructure and program records. You get a readiness score per framework, the file and line behind every verdict, and fixes ranked by how many controls each one clears. It is not a certification or attestation; it shows where you stand before an independent audit.

Which compliance frameworks does CORE check?

SOC 2, HIPAA, FedRAMP 20x, FISMA (NIST SP 800-53), NIST CSF 2.0 and CCPA/CPRA, plus 160 common program controls covering SDLC and operations, policies and governance, incident management, and people, vendors and privacy.

What is self-heal?

CORE does not stop at reporting problems. In every product it fixes what it can under the rules you set, re-tests to prove the fix held, and records the change: supported vulnerabilities and compliance gaps are fixed, test suites repair themselves when the application changes, and parity differences in a rebuild are corrected before handover.

Where does rewriting a legacy application belong?

In CORE Re-engineer. Moving a system to a new technology stack and changing its architecture both start by recovering the business rules from the existing code, then prove the new system behaves the same way with parity tests.

What does CORE offer private equity firms?

A way to consolidate software across portfolio companies and reduce what it costs to run. CORE assesses each company's applications, surfaces overlapping systems with effort and cost estimates, consolidates them onto shared platforms with business rules preserved, and measures the saving against a baseline.

How it works

How does the AI software development process work in CORE?

The process runs in stages. First, CORE ingests the requirement in whatever form you have it. Second, it asks the structured questions a senior analyst would ask about permissions, edge cases, data retention, and failure modes. Third, it produces a blueprint covering every screen, field, business rule, integration, and security control. Fourth, a named human approves that blueprint — this is the first gate, and nothing is generated before it. Fifth, CORE writes the system, tests, and documentation into your repository as pull requests. Sixth, CORE evaluates its own output across functional, security, load, and regression testing, surfacing findings to a reviewer rather than silently patching them.

What are the approval gates?

There is an approval gate at every stage of delivery. They fall into six kinds — blueprint approval, architecture and data model approval, security and compliance control approval, generated-code review, test and evaluation result review, and release approval — and the number of individual gates in a given project depends on its scope and which product you are in, so a large system carries more of them than a small one. Every gate requires a named person. The approval trail is produced as a first-class artifact alongside the software rather than reconstructed afterwards, and your blueprint lists every gate in your project with the role responsible for each.

How long does a build take?

It depends entirely on scope, and any vendor quoting a universal number is guessing. What CORE compresses is the translation work — the months between an approved requirement and a working system — not the time it takes your organization to decide what it wants. The free blueprint is deliberately scoped at 48 hours so you can calibrate against your own project rather than against our marketing.

What happens when requirements change mid-build?

CORE re-derives the blueprint from the changed requirement and shows a diff against the version you previously approved. You approve the diff, and CORE regenerates only what moved, producing regression coverage for the change alongside it.

Can CORE work from a messy or incomplete requirement?

Yes, and that is the intended starting point. Requiring tidy requirements before work can begin is what makes most enterprise projects stall. CORE is designed to interrogate an incomplete brief and surface the gaps, rather than to refuse until someone has written a perfect specification.

Code, ownership and lock-in

Do we own the code CORE generates?

Yes, outright. CORE produces standard source code in mainstream languages and frameworks, delivered into your own repository. There is no proprietary format, no runtime dependency on CORE, and no license needed to keep running what CORE built. If you stop working with SSDB tomorrow, your software keeps running and your engineers can maintain it.

What languages and frameworks does CORE generate?

Mainstream, boring, well-supported ones — chosen so that any competent engineering team can read and maintain the result. Reference builds published on GitHub show typed TypeScript services with unit tests and OpenAPI specifications. Stack choices are made at the blueprint stage and approved by you before generation.

How is the code delivered?

As standard pull requests against your own repository, so it passes through your existing CI/CD pipeline, your branch protection rules, and your security scanning. CORE does not require a separate pipeline and does not bypass your gates.

Can our engineers read and maintain what CORE writes?

That is the design goal, and it is why the reference builds are published open source. Clone them and judge the code before you speak to us. If your team cannot comfortably read it, CORE has failed at its actual job.

Security, compliance and data

Is SSDB Tech SOC 2 certified?

No. SSDB Tech does not hold a SOC 2 attestation and has not applied for one, and we would rather state that here than have you discover it in a security review. What CORE does is build software with SOC 2 control requirements designed in at blueprint stage — access control, encryption, audit logging, change management — with the control mappings and evidence produced alongside the system. Those are two different claims and we are careful not to blur them. If your procurement process requires a vendor attestation before you can buy, we are not a fit today and will tell you so early rather than late.

Which compliance frameworks does CORE support?

CORE builds against SOC 2, ISO 27001, HIPAA, GDPR, India's DPDP Act, and PCI-DSS control requirements. Controls are specified at the blueprint stage rather than retrofitted at the end, and each generated system includes evidence-collection tooling for auditors.

Does CORE retain our code or requirements?

No. CORE operates with zero data retention on your codebase and requirements.

Where does CORE-built software run?

In infrastructure you already own and control — your own cloud account on AWS, Azure, or Google Cloud, or your own data center. CORE is not a hosting platform. Your cloud relationship, your account, your bill, your data residency.

How do we prove to an auditor that AI-generated code was reviewed?

This is the specific problem CORE is built around. The risk in AI code development is not that a model writes bad code; it is that nobody can explain later why the code does what it does. CORE records who approved what at each gate, ties test results to the requirements they satisfy, and produces control mappings alongside the software.

Comparison and fit

Is CORE an alternative to Cursor or GitHub Copilot?

They solve different problems and many teams run both. Cursor and GitHub Copilot are AI tools for software development that work inside an editor and make an individual engineer faster. CORE operates at the delivery-project level. If your constraint is typing speed, buy a copilot. If your constraint is the months between an approved requirement and a compliant production system, that is CORE's problem.

How does CORE compare to autonomous coding agents like Devin?

The design intent is opposite. An autonomous agent is optimized to complete a task with as little human intervention as possible. CORE is optimized so that a human cannot be bypassed. For a regulated enterprise, the ability to point at a signature is the requirement, not friction.

How does CORE compare to low-code platforms like Retool?

Low-code is excellent for internal tools built quickly within the boundaries of what the platform supports. Friction appears at the edges — unusual business rules, deep integrations, or a system you eventually need to own outright. CORE produces standard code with no runtime dependency, which matters more the longer a system is expected to live.

How does CORE compare to conversational AI platforms like Kore.ai?

Different categories entirely. Kore.ai builds conversational AI agents and virtual assistants — the interface layer. CORE builds the enterprise applications themselves. An organization could reasonably run both.

When is CORE the wrong choice?

Three cases. If you need a clickable prototype this week, an AI app builder will serve you better and cost less — CORE insists on an approved blueprint first. If your problem is individual developer velocity, buy an in-IDE assistant. And if nobody on your side has capacity to review a blueprint, CORE's gates become a bottleneck rather than a safeguard.

Who is CORE actually for?

Organizations with a delivery backlog they cannot staff their way out of and a compliance obligation that rules out unaudited AI-generated code. In practice: CIOs, VPs of Engineering, and Heads of Delivery at mid-market and enterprise companies, typically 200 employees and up, in regulated or operationally complex sectors.

Working with SSDB

Do we run CORE ourselves, or does SSDB do the work?

Either. CORE is a platform you log into and drive yourself: you describe the requirement, CORE produces the blueprint, your architects approve each gate, and CORE builds. That is how most customers work. If you would rather hand the whole thing over, SSDB Tech can run the product for you as a delivery engagement — same platform, same gates, quoted separately.

What happens if scope changes after we approve a blueprint?

CORE re-derives the blueprint from the changed requirement and shows you a diff against the version you approved. You see what moved and what it costs before anything is built, and you approve that delta separately. You will never receive an invoice for work you did not sign off — the commercial side is gated the same way the technical side is.

Can we test the system before we accept it?

Yes, and it is the most important thing about how we work. When the build is complete we deploy it to our servers and send you a link. Your team logs in and works through the real system against your own scenarios — not a video, not a demo we drive. Only when you accept it does the build move to handover. The market has been burned by AI-generated code that looks right and behaves badly, and a working link you can use is the only honest answer to that.

What counts as acceptance of the test system?

That the system matches the blueprint you approved and passes the agreed test suite. We use an objective standard rather than “satisfied”, because an unbounded obligation helps neither side. Anything outside the approved blueprint is a change request, re-blueprinted and quoted separately. You have ten business days from the link going live to accept or raise specific written defects, after which the stage is deemed accepted.

Who holds the code while we are testing?

We do, until handover. That is what makes it possible to let you use a complete working system before handover. To protect you against the obvious risk, the build is committed to a private repository from the first day and released to you in full if we fail to deliver against the approved blueprint. Test with synthetic or anonymized data rather than production records — the system moves into your own infrastructure at handover, and that is where real data belongs.

What is the free blueprint?

Send one real requirement and within 48 hours we return a blueprint: the list of use cases, a mock website you can click through, and the database design. It is free and yours to keep whether or not you work with us. We read every submission; if it is a fit we follow up once, and if it is not we say so.

Has SSDB used CORE on its own work?

Yes, and that is the primary proof point. SSDB's own delivery work runs through the same four products we sell, under the same review gates. Three reference builds constructed with CORE are published open source so they can be inspected rather than taken on trust.

Do you have named customer references?

Not published on this site. Customer engagement details are under NDA, and we would rather show you inspectable reference builds and a free blueprint than quote testimonials you have no way to verify.

Where is SSDB based?

Dallas, Texas. SSDB Tech Services, Inc., 539 Commerce St #2122, Dallas, TX 75208, United States. The company has delivered enterprise software for clients internationally since 2012.