The workflows worth the most are the ones nothing off the shelf will touch - too specific, too regulated, too deeply wired into systems no vendor has heard of. Reckonsys engineers those. Custom agents, MCP integrations and document intelligence, proven against your quality bar before release.
Member of the Claude Partner Network
Certified architects and engineers
Member of the Claude Partner Network, with certified architects and engineers.
No license resell and no margin on consumption, so advice stays impartial.
You keep the code, MCP servers and evaluation suites from day one.
Systems reaching data and workflows no packaged product touches.
Each service stands alone, and each ends in something running. Most enterprises begin with one system, prove it in production, then extend.
Reach the systems that neither Claude nor Anthropic's protocol endpoints connect to natively. We engineer secure MCP servers tailored to legacy environments.
You receive: Sanitized servers, custom tool provisioning, approval layer
EST: 4-8 WEEKSGet Claude grounded in your business, not the public internet. We design custom retrieval adapters for private document structures.
You receive: Working retrieval layer, entitlement matrix, quality findings
EST: 4-8 WEEKSHand write tasks over with confidence. Agents complete multi-step work under the authority your team grants, escalate when uncertain, and leave a trail back to the system of record.
You receive: Production agent, approval hooks, rollback, evals suite
EST: 6-12 WEEKSRead your entire filing cabinet, not a sample of it. Contract review against your own playbook, obligation extraction, portfolio processing, and structured entity retrieval.
You receive: Deployed system, obligation view, audit trail
EST: 6-10 WEEKSClear the engineering backlog without pausing the roadmap. Migrations, refactors, test coverage, and custom Skills libraries built to your standard.
You receive: Working backlog, refactor and test coverage throughout
EST: 4-8 WEEKSShip AI capability to your customers. We manage concurrent models, latency-based routing, fallback strategies, and observability so features run profitably.
You receive: Shipped feature, cost model, observability, evals suite
EST: 6-10 WEEKSProve objectively how well your system performs. A measurement layer that scores stability, edge cases, and accuracy into a single number you can track release over release.
You receive: Evaluation rig, reporting, quarterly baseline report
EST: 4-8 WEEKSKeep live systems performing as the platform evolves. Regression triage, model migration, cost optimization, and MCP server maintenance on a standing basis.
You receive: Live monitoring, migrations handled, monthly reviews
EST: ONGOING / MONTHLYReckonsys connects Claude to the systems, data and workflows enterprises already depend on. Every integration is authenticated, rate-limited, versioned and documented.
The same discipline whichever service you choose. Two checkpoints are mandatory, so security and quality are confirmed before anything reaches your users.
We confirm the systems and access needed, then baseline the existing quality before we scope any build work.
Output: Feasibility findings, engineering scope, technical baseline
We build the MCP servers, agents, or evals against your production standards, continuously verified against the established baseline.
Output: Working system verified against the agreed baseline
We ship once every component meets the quality thresholds. Documentation, runbooks, and a knowledge transfer close out the engagement.
Output: Live system, documentation, runbooks, operational assets
Six commitments that shape every engagement, each of which you can verify before you sign.
Anthropic-certified architects and engineers who bring depth to complex integrations.
MCP servers built with authentication, rate limiting, and observability configured before deployment.
Automated evaluation suites report on regression, accuracy, and performance before every release.
You retain complete, unrestricted ownership over all custom code, MCP servers, and evaluation suites.
The same senior engineering team you scope with builds, tests, and hands over the final system.
We're billed on actual engineering effort, not seat licenses, so you pay to solve the problem.
We build custom, fully-owned code and MCP servers on your own AWS or GCP infrastructure. There's no license resell, no margin on consumption - we're never a vendor.
We don't touch your existing infrastructure and data.
All the code we write is custom, and the repos are handed to you.
Custom components deployed entirely under your own control.
Everything runs on your own AWS or GCP infrastructure before deployment.
You own the IP, the infra, and the operational assets.
Answered here so the first call can be about your system rather than our commercial model.
Yes. Evaluation Engineering and MCP Server Development are often engaged as standalone projects, including for teams building their own agents and tools.
Only if your systems aren't already exposed through a standard connector. We'll tell you honestly if an off-the-shelf integration already covers your case.
By actual engineering effort and scope, not seat licenses or consumption margin - see Right-Sized Scoping above.
Permission boundaries, mandatory approval steps for high-risk actions, and full audit trails, scoped to the actual risk of each task.
Your evaluation suite tells us whether the new model is safe to roll out before we migrate anything in production.
Yes - most engagements run with our senior engineers embedded alongside your team, not handed off at the end.
We're a member of the Claude Partner Network, but we hold no license resell arrangement and earn no margin on your usage.
Our focus is engineering the systems themselves - MCP servers, agents, evaluation suites - rather than org-wide training rollouts.
Bring us the system that doesn't fit the standard connector. We'll tell you whether to build, integrate or leave it alone.