What an Incubated Startup Actually Gets
Incubation at DBERT Labs is a concrete engineering and operational engagement—never an ambiguous consulting arrangement. These are the mandatory professional workstreams we execute for portfolio pioneers, each commanded by the identical AI engineering leaders and researchers who build and run our internal enterprise platforms.
Built For Founders Who Need Real Engineering
Many early-stage founders lose precious runway paying outsourced agencies for brittle prototypes that fail under real customer traffic. We operate as an aligned technical partner: our engineering squad writes, reviews, and deploys production software in exchange for a milestone-linked equity stake.
100% Code Ownership · Direct Git Commits
We commit directly to your company repositories. Every pull request is reviewed and documented, ensuring your team has full intellectual property rights, zero vendor lock-in, and audit-ready architectures for future institutional diligence.
Transparent Partnership Paths
Choose between comprehensive equity co-development structured to preserve cash or targeted standalone engineering sprints for defined deliverables.
Venture Incubation
Production software co-development, architectural audits, and MLOps maintenance without out-of-pocket development retainers.
- Dedicated full-stack AI engineering squad
- Structured 90-day build to production launch
- Direct access to senior architecture review
Feature & VPC Hardening
Targeted engineering and architecture execution packages for operating tech ventures requiring dedicated assistance.
- pgvector retrieval & semantic RAG setups
- Sovereign localized model containers (Ollama/vLLM)
- IAM role security & private VPC integration
Venture Talent Onboarding
Access our verified AI developer talent directory for active incubated ventures with verified code portfolios.
- Direct candidate code inspection on GitHub
- Evaluated PR history from live sprint codebases
- Cryptographically verifiable SHA-256 credentials
Frequently Asked Questions
Traditional startup accelerators provide generalist mentoring lectures, communal desk space, and networking while taking substantial equity. External outsourcing software agencies build fragile demonstration prototypes designed to burn billing hours without ongoing accountability. DBERT functions as an industrial venture studio: our senior full-stack AI engineers actually code, test, and commit resilient carrier-grade production software directly into your git repository under aligned equity or transparent milestone structures.
Yes. While active incubated startup ventures receive our complete suite of engineering, legal, hiring, and grant support natively bundled into an equity co-development structure (2-8%), independent tech founders can also procure standalone architectural audits, SPICe+ incorporations, VPC server deployments, or hiring alignment sprints via fixed, transparent commercial fee retainers.
We deploy non-dilutive milestone micro-grants ranging from ₹50,000 to ₹5,00,000 to active portfolio startups. These grants take zero equity dilution and are directly allocated to cover essential operational technical overhead—such as AWS bare-metal GPU instances, domain registrations, and vector database hosting—preserving your liquid pre-seed cash reserves for operational runway.
Once a startup application passes our technical due diligence review and bilateral term sheets are executed, our venture engineering practice begins daily repository code commits and container provisioning within 7 working days. Comprehensive production MVP builds typically launch within a 90-day operational sprint cycle.
100% of all authored software code, algorithmic database schemas, custom fine-tuned weights, and legal documentation belong exclusively to your corporate entity upon milestone execution. Furthermore, startups access our audited pool of 1,500+ DBERT learners with 0% recruitment commission fees, verified via cryptographic SHA-256 achievement serial IDs.
Explore Complementary DBERT Divisions
Industrial AI Training
Explore our core apprentice training cohorts where engineers construct production RAG and LLM infrastructures.
Explore Learners Hub →Commercial AI Solutions
Deploy air-gapped enterprise product tools including DBERT Chat, Document AI, and Hiring Automation Suite.
View Products Suite →Private LLM Hosting
Inspect physical bare-metal hardware enterprise arrays designed for mathematical customer operational secrecy.
View Private Hosting →Build Together. Launch Faster. Own the Outcome.
Ready to partner with senior AI engineering squads, bypass early cash-burn barriers, unlock non-dilutive compute grants, and ship a production MVP in 90 days? Apply for DBERT Venture Incubation today.
Apply for Incubation