# Adapter > Official Adapter business agent. Adapter connects your stack. We integrate the tools, data, and AI your business runs on into one system that works together… ## Ask it a question Adapter answers for itself at https://api.hailera.com/mcp/adapter. A client that speaks MCP can connect to that address; the tool is ask_adapter and the protocol is 2026-07-28. Where this file and the agent disagree, the agent is current. ## About Adapter Adapter Labs builds custom integrations that connect the tools, data, and AI businesses already use. Its work combines software engineering, systems integration, and applied AI. The company was founded by Kaushik Sridasyam, CEO, to help businesses bridge the gap between off-the-shelf software that does not fit and custom implementations they cannot manage. Adapter Labs believes software should adapt to specific business needs while remaining powerful and scalable. Values - Engineering rigor: Production-grade systems built with proven patterns and modern techniques. - User-first design: Interfaces that make complex capabilities accessible without requiring technical expertise. - Iterative delivery: Tight delivery loops guided by real feedback. - Measurable impact: Work measured by ROI and business outcomes. Adapter Labs also emphasizes scalable architecture, senior-led execution, working prototypes, continuous improvement, and transparent partnership. Source: https://adapter.ai ## What Adapter does Adapter Labs provides integration services as building blocks of a complete engagement rather than as separate à la carte offerings. AI integration AI and LLMs are wired into the systems and data a business already uses. Examples include retrieval over business data, workflow agents, and human-in-the-loop review. Data integration Data is moved and synchronized across warehouses, databases, reporting layers, and ETL or reverse ETL systems to support one source of truth. Systems integration Tools, APIs, internal systems, legacy databases, custom platforms, and on-premises systems are connected so they can work together. Integration rescue Adapter Labs recovers stalled or broken integrations. Other integration capabilities include business tools and SaaS, third-party and partner APIs, webhooks and events, payments and logistics, authentication and identity, workflow orchestration, event-driven automation, scheduled jobs, and approval flows. Source: https://adapter.ai ## Where Adapter works Names Yardimli District as a service area. Areas beyond these are not published. ## Hours and contact To discuss custom software development, AI product strategy, workflow automation, system integrations, or staff augmentation, prospective clients can book a quick call or email Adapter Labs. Email: hello@adapterlabs.com The stated response time for email inquiries is usually within 1–3 business days. Source: https://adapter.ai ## Engagement Model Adapter Labs' Connected Stack Program combines a stack blueprint, a dedicated senior integration team, AI embedded where it is useful, an operated integration layer, vendor-change insurance, and a runbook. The program is offered for a flat monthly fee scoped with the client on a call. The Stack Blueprint is also available as a standalone engagement. Delivery stages - Blueprint — weeks 1–2: Adapter Labs maps the client's tools, data, and manual hand-offs, then delivers a prioritized integration roadmap, architecture, and areas where AI may provide value. - Build — from week 3: A dedicated senior team develops integrations in visible weekly cycles. The first integration is targeted to be live within 30 days. - Operate — ongoing: Adapter Labs monitors and maintains the integration layer as the client's stack changes. The team includes senior engineers rather than junior or offshore hand-offs. The engagement includes documentation of how the stack fits together, and vendor-change insurance covers fixing an integration when a vendor changes its API, with no change order. Engagement terms and guarantees - The Blueprint guarantee states that if the first-two-week blueprint is not worth more than the client paid, the client owes nothing. - If the first integration is not in production within 30 days, that month is on Adapter Labs. - Once a stack is stable, the engagement is month to month with no lock-in. - Adapter Labs takes on two new integration clients per month. Source: https://adapter.ai ## Selected Case Studies Trucking Automation Platform Adapter Labs shipped a workflow engine, distributed backend, TMS integrations, and Stripe billing for a trucking automation platform. The engagement included Flows v1 and v2. Rentana RevOps Platform Rentana's AI-powered revenue management platform needed improvements to its PMS sync engine, alert data pipelines, competitor scraping infrastructure, database systems, and internal and user-facing interfaces. Adapter Labs: - Revamped the sync engine that sends AI-optimized rental prices to Yardi, Entrata, and Resman. - Added structured retry policies, rate-limit handling, and traceability for sync operations. - Improved alert generation and email notifications. - Maintained Playwright-based competitor price scraping and added validation layers. - Redesigned SQL database systems and improved GraphQL data access patterns for scale. - Worked across AWS Lambda, React, Node.js, SQL, GraphQL, and scraping infrastructure. The Rentana engagement was a dedicated, engineering-focused engagement with the Adapter Labs team operating as an extension of the client's engineering team. Source: https://adapter.ai