Complex systems. Engineered to think.
Synkaro Loop designs and ships the automation, retrieval and integration layers that enterprise teams run in production — not prototypes, not demos.
Four disciplines, one operating loop.
Workflow & Process Automation
Custom n8n, Make and Zapier scenarios that keep CRM records, ERP enrichment and inbound webhooks in continuous agreement.
- n8n · Make · Zapier
- Python execution nodes
- Node.js execution nodes
- Webhook routing
LLM Architecture & RAG Pipelines
LangChain and LlamaIndex pipelines with vector storage tuned per corpus, extracting structured JSON from difficult corporate documents.
- LangChain · LlamaIndex
- Pinecone · Qdrant · Pgvector
- Structured JSON extraction
- Unstructured datasets
API Middleware & Systems Integration
REST and GraphQL connectors, OAuth2 authentication wrappers and async event handlers bridging legacy systems to modern model endpoints.
- REST · GraphQL
- OAuth2 wrappers
- Async event handlers
- OpenAI · Anthropic · OSS
Infrastructure & Cost Governance
Token-usage rate limiting, proxy routing, prompt injection defense protocols and containerized deployments that stay predictable at month end.
- Token rate limiting
- API proxy routing
- Prompt injection defense
- AWS ECS · GCP Cloud Run
Hover a discipline to expand its stack
A living route between the systems you already run.
CRM
Salesforce · HubSpot · Dynamics
ERP
SAP · NetSuite · Oracle
Webhooks
Signed, replayable, idempotent
n8n / Make / Zapier
Scenario orchestration
Python / Node.js
Custom execution nodes
04 — RAG / LLM architecture
Retrieval that can be audited line by line.
Every pipeline we ship keeps the path from source page to output field traceable — so legal, finance and operations can accept the result without a leap of faith.
Corporate Documents
Contracts, specs, scanned PDF, exports
01/07Extraction
Layout-aware parsing, table recovery, OCR fallback
02/07Indexing
Chunk strategy per document class, metadata contracts
03/07Vector Database
Pinecone · Qdrant · Pgvector
04/07Retrieval
Hybrid search, re-ranking, citation binding
05/07Reasoning
LangChain · LlamaIndex orchestration
06/07Structured JSON
Schema-validated output your systems accept
07/07The software you cannot replace, speaking to the models you just adopted.
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Legacy ERP →
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Legacy CRM →
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On-prem SQL →
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SFTP batch drops →
Versioned connectors
Typed field resolution
Token wrappers & refresh
Queues, retries, dead letters
OpenAI
Anthropic
Open-source Models
Routed behind a single internal contract, so swapping a provider is a configuration change rather than a migration.
06 — Infrastructure & governance
Controls that hold
when the volume arrives.
Token-usage rate limiting
Per-team, per-key and per-workflow ceilings enforced before a request leaves your network.
API proxy routing
One egress point, provider failover, full request lineage.
Containerized deployments
Reproducible images, staged rollout, health-gated releases.
Prompt injection defense
Input segregation, tool allow-lists, output validation, retrieval quarantine.
We write the code that runs on Monday morning, not the deck that describes it.
Engagements are scoped against a named business process, with an owner, a data contract and an exit condition.
Retrieval quality is measured on your documents, before anything ships.
Handover includes runbooks, environment definitions and the failure modes we found on the way.
Model spend is treated as infrastructure cost, governed like any other line item.
Small senior team, direct access to the engineers building your system — no delivery layer between you and the work.
Plate 01 — cast concrete
"The webhook layer we had been patching for two years was replaced in six weeks. What changed our internal argument was the replay log — we could finally show finance which records failed and why."
"Our supplier contracts are scanned, inconsistent and forty years deep. Synkaro Loop built the extraction rules per document family instead of pretending one chunker would work, and the JSON now feeds our claims tooling without a human pass."
Plate 02 — cut limestone
"They put a proxy and a token ceiling in front of every model call before we scaled the pilot. Our monthly variance went from unpredictable to boring, which is exactly what I needed to defend the program."
00 — Engagements
Fixed entry points.Open ceilings.
Each engagement starts with a scoped process, a named owner and a deliverable your team can operate. Pricing below is the entry commitment, not an estimate range.
$1,500
Focused workflow automation and CRM/ERP process implementation.
- One Named Process
- N8N / Make / Zapier Build
- Webhook Routing & Retries
$3,500
RAG / LLM pipeline architecture and implementation.
- Extraction & Chunk Strategy
- Vector Store Selection
- Retrieval Evaluation Set
- Structured JSON Contracts
$5,000
API middleware and ERP/CRM integration build.
- REST / GraphQL Connectors
- OAuth2 Wrappers
- Async Event Handlers
Custom scope available.
Larger programs, multi-system rollouts and ongoing governance work are quoted against a written scope.