01
AI & Generative AI
LLM architecture, RAG, agents and AI assistants. Prompt orchestration, structured outputs and integration into enterprise systems, with attention to data, access control and governance.
IT consulting · Enterprise technology
Clarity in
complexity.
We help organisations unlock their information, connect applications and modernise business-critical systems. IT consulting from architecture and AI to integration, cloud and operations.
A NEW PERSPECTIVE.
FROM COMPLEXITY TO POSSIBILITY01 — DAWN
AI & SEARCH / CONTENT & APPLICATIONS / CLOUD & DEVOPS Enterprise expertise. Human perspective.
01 / Expertise
From information to intelligence.
From architecture to production.
02
Enterprise search & retrieval
From Lucene and BM25 to semantic and hybrid search. We design schemas, distributed indexing, facets, ranking and reranking, and optimise queries, shards and relevance at scale.
03
AI evaluation & search quality
Reproducible offline evaluation for search migration and optimisation: relevance labelling, NDCG, LLM-as-a-judge and human review. Experiments covering embeddings, chunking, ranking and grounded answers.
04
Real-time AI
Pipelines for audio ingestion, transcription, multilingual translation and summarisation. We design low-latency systems and validate behaviour under real-world conditions, including variable networks and multiple speakers.
05
Documentum & enterprise content
Documentum architecture, development and administration, from 5.2.5 to 24.2. D2, xCP, Webtop, DFC, DFS and WDK; Java extensions, plugins, widgets, D2FS, content models and external integrations.
06
BPM, case management & capture
Digitising document flows and business processes: lending dossiers, contracts, audits, cases and incoming correspondence. Capture and OCR, work queues, business rules, electronic signatures and archiving.
07
Enterprise applications & integration
Java and Python applications, REST/SOAP services and SOA or event-driven architectures. We connect ECM, ERP and CRM platforms with web applications and automation services.
08
Cloud & distributed platforms
Microsoft Azure and AWS architectures, AI services, IAM and hybrid deployments. Redis in-memory layers, MongoDB backends, Kafka streaming and Linux infrastructure for distributed applications.
09
DevOps, SRE & automation
Docker, Kubernetes and CI/CD pipelines with Jenkins, CloudBees CI, Bamboo or Azure DevOps. Infrastructure as Code, Ansible, deployment automation and development, staging and production environment alignment.
10
Migration & modernisation
Content, data model, search engine and platform migrations. We build validation tools and compatibility middleware to reduce the impact of change on existing applications.
11
Availability & performance
High availability, disaster recovery, load balancing, clustering and replication. Benchmarking, performance optimisation and third-level support for business-critical applications, including GxP pharma environments.
12
Architecture & technical leadership
Hands-on consulting from presales and proof of concept to production. Solution architecture, business analysis, technical leadership, Scrum and knowledge transfer for enterprise teams.
02 / Experience
International perspective.
Experience in complex environments.
Banking, pharma, energy, telecom and the public sector. Hands-on experience where access to information, operational continuity and integration matter every day.
01Banking & financial services
INGCredit SuisseRaiffeisenBanca TransilvaniaABN AMRO BankEXIM Bank
02Pharma & life sciences
GSKRocheNovartisPfizer
03Energy, chemicals & industry
BASFNestléE.ONGDF SuezOMV / PetromRompetrolHoneywellLexmarkEuropolis
04Telecom & digital platforms
Vodafone PortugalVodafone GermanyOrangeOLXAdeccoCapgemini PortugalVegas Chamber
05Public sector & logistics
HMRC UKRomanian Ministry of EnvironmentCNAS RomaniaDHL
03 / Technology
The right technologies.
Systems working together.
From ECM platforms and SOA to cloud-native infrastructure and LLM systems. Choosing technology for its context while understanding the systems already in place.
AI & retrieval
- GPT · Claude
- AWS Bedrock · SageMaker
- Transformers · TensorFlow · PyTorch
- RAG · Agents · Structured outputs
- Embeddings · Vector search · Reranking
- BM25 · TF-IDF · Skip-Gram
- NDCG · LLM-as-a-judge
Search & data
- Lucene · Solr · SolrCloud
- Elasticsearch · OpenSearch
- MongoDB · Redis · SQL
- Oracle DB · Microsoft SQL Server
- Kafka · Hadoop
- FAST · xPlore
Engineering & integration
- Java · Spring · Hibernate
- Python · FastAPI · Flask
- REST · SOAP · CXF · Swagger
- React · Vue · Angular · Sencha · jQuery
- MuleESB · TIBCO · JAX-WS
- Zapier · Make · n8n
- PeopleSoft · Salesforce · SAP
Cloud & delivery
- Microsoft Azure · AWS · EC2 · IAM
- Docker · Kubernetes · Linux
- Git · Jenkins · CloudBees CI
- Bamboo · Azure DevOps · Ansible
- Infrastructure as Code · Terraform-style · CloudFormation-style
- Maven · ANT · JUnit · SVN
- ActiveBatch · Control-M · Shell · VBS
- HA · DR · Load balancing · Networking
Content & process
- Documentum 5.2.5–24.2 · D2 · xCP 1.x/2.x
- DFC · DFS · WDK · D2FS · TBO · SBO
- Composer · Forms Builder · Process Builder
- TaskSpace · WebPublisher · Captiva · xPression
- IBM FileNet · BPM · WebSphere
- Oracle Middleware · SOA Suite
- SharePoint · BizTalk · Alfresco · Windream
- Activiti · Intalio · EMC Centera
04 / How we work
Strategic thinking.
Hands-on delivery.
Understand the context.
Clarify objectives, processes, data and constraints. Assess the existing architecture, dependencies, access and operational requirements.
Design and validate.
Define the architecture and delivery stages. Use proofs of concept, benchmarks, search and AI evaluation and validation tooling to test assumptions before scaling.
Build and operate.
Contribute to implementation, migration, CI/CD and launch. Document decisions, transfer knowledge and support platform reliability in production.
05 / Let’s talk
The next step starts
with a conversation.
An AI initiative, a Documentum migration, a search challenge or an enterprise system to modernise? Tell us where you want to start.
Let’s build what’s next contact@dawn.ro