How long does an AI MVP usually take?

Most LLM-based MVPs land in 4–8 weeks. Computer vision or model-training projects typically run 8–14 weeks depending on data readiness. We commit to a delivery date after the 1-week discovery phase — and we hit it on 97% of projects.

Do we own the model and the code?

Yes — 100%. All source code, fine-tuned model weights, prompts, ML Ops infrastructure and documentation are transferred to you at delivery. We sign IP-assignment clauses upfront in the MSA.

Can the AI run inside our VPC / on-prem?

Absolutely. We routinely deploy on AWS, Azure and GCP private VPCs. For clients with strict data-residency or air-gap needs we support fully on-prem deployments using open-source models.

How do you handle hallucinations and accuracy?

Every project gets an evals harness: a golden dataset, automated regression tests on every model/prompt change, and production drift detection with alerting. We don’t release an LLM feature without measured accuracy on your data.

Which foundation model should we use?

It depends on the use case. We benchmark GPT-4, Claude, Gemini and open-source models against your task during the audit. Sometimes a smaller open-source model beats a frontier model at a fraction of the cost.

How do you ensure data privacy & compliance?

We’re ISO 27001 certified. We sign DPAs and BAAs upfront. We support HIPAA, GDPR, PCI-DSS and regional data-residency requirements.

What happens after launch?

Every Fixed Scope project includes a 3-month post-launch warranty. After that, optional support packages range from business hours to 24×7 SLA-backed. Most clients move to a Dedicated Team for ongoing iteration.

Can you work with our existing engineering team?

Yes. Staff Augmentation and Dedicated Team models are designed for it. Our engineers join your Slack, Jira and GitHub, pair-program with your team and hand off cleanly.

AppSec · Pen-test

Security engineering — AppSec, cloud security, and compliance.

Threat modeling, secure SDLC, penetration testing, ISO 27001 / HIPAA programmes, and managed security operations.

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Capabilities

Security beyond a quarterly pen-test.

AppSec

Threat modeling, secure code review, SAST/DAST integration in CI/CD.

Pen-testing

Manual web/app/cloud penetration tests by OSCP-certified testers, with remediation guidance.

Cloud security

CSPM (Prowler, Wiz, Defender for Cloud), IAM hardening, secrets management.

Compliance

ISO 27001, HIPAA, PCI-DSS programs — readiness, audit, and remediation.

SIEM / SOAR

Sentinel, Splunk, Elastic, or Datadog SIEM with playbooks for the top 20 detections.

Security training

Secure coding training and tabletop incident response exercises for your team.

Tech Stack

Stack we use

OWASP Top 10 OWASP ASVS Burp Suite Nuclei Semgrep Snyk GitHub Advanced Security Wiz Prowler Microsoft Sentinel Splunk OSCP

FAQs