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$
USD
I will integrate ai apis with context engineering and structured outputs
Taha
About this gig
Add an AI feature your users can use: summarize text, classify messages or extract structured JSON.
I will connect OpenAI or one agreed AI provider to your existing app or backend. Send your language, framework and project setup first so I can confirm compatibility and the integration approach.
Choose 1, 2 or 3 agreed text operations in one project. Each includes an endpoint or callable function, prompt and response handling, input/output validation, error handling, relevant tests, source code and setup notes.
Premium also saves agreed outputs in one existing database table, with minimal related model or migration changes. It does not add a history API or dashboard.
Before work starts, we agree on sample inputs, expected outputs and acceptance checks. You own the provider account and pay its usage fees; API keys stay in your environment.
Revisions cover the agreed features. Frontend, document retrieval, model training, agents, authentication redesign and deployment need separate scope. Message me with your app stack and one example of the result you need.
Get to know Taha
Taha
PostgreSQL Performance, Database Design, AI Engineer
- FromPakistan
- Member sinceMar 2021
- Avg. response time1 hour
Languages
Urdu, English
Slow PostgreSQL queries, a schema that won't scale, or an AI feature stuck in backlog? I help teams fix exactly that. I'm a Software Engineer with 4+ years in PostgreSQL and backend APIs, and I volunteer as a committer and PMC member on the open-source Apache AGE project (a graph extension for PostgreSQL). You get measured work: execution plans, before/after timings and reproducible SQL. Message me your query and EXPLAIN output for a quick look.
Apache, Apache AGE and AGE are trademarks of the ASF. No endorsement by the ASF is implied.
My Portfolio
FAQ
Can you work with other backend frameworks?
Yes. Share the language, framework, versions and setup instructions. I review the code and confirm the integration route before ordering, including a REST API connection where suitable. An unfamiliar stack or major architecture change may need a custom scope.
What counts as one AI feature?
One defined text-to-text or text-to-JSON task, such as summarizing a message or extracting agreed fields, with one endpoint or function. Basic includes 1, Standard 2 and Premium 3. Every tier uses one provider and one existing project.
Does this include a complete chatbot or website?
The packages cover backend text features. A chat interface, conversation memory, document search, voice, autonomous agents, new authentication or a complete website requires a separately agreed scope. Send the workflow before ordering.
What does Premium database storage include?
Saving agreed outputs in one existing table, with minimal model or migration changes and tests. We agree on fields and access rules first. A history API, dashboard, new database design and authentication changes are outside this package.
Are API fees included, and how are keys handled?
You own the provider account and pay its subscription or usage charges. Configure the key in your environment; do not attach it to project files. The handover identifies live checks and mocked checks. We agree on acceptance examples; model accuracy is not guaranteed.
