Validate Forecast Intent

Re-validate a (partially edited) intent against the dataset columns. The deterministic clarify-loop step: the frontend merges the user’s answers into intent and posts it here to recompute missing_required_fields / clarification_questions / review_status with no model call.

POST /agent/validate

Validate Forecast Intent

cURL

curl --request POST \
  --url https://eomer-api.onrender.com/agent/validate \
  --header 'Authorization: Bearer <token>' \
  --header 'Content-Type: application/json' \
  --data '
{
  "intent": {
    "business_objective": "<string>",
    "forecast_target": "<string>",
    "time_column": "<string>",
    "horizon": 2,
    "forecast_frequency": "<string>",
    "horizon_quantity": 123,
    "horizon_unit": "<string>",
    "entity_columns": [
      "<string>"
    ],
    "grouping_dimensions": [
      "<string>"
    ],
    "filters": [
      {
        "column": "<string>",
        "op": "<string>",
        "value": "<string>"
      }
    ],
    "covariates": [
      "<string>"
    ],
    "known_future_features": [
      "<string>"
    ],
    "historical_features": [
      "<string>"
    ],
    "confidence_intervals": [
      123
    ],
    "seasonality": [
      123
    ],
    "user_constraints": [
      "<string>"
    ],
    "review_status": "draft",
    "missing_required_fields": [
      "<string>"
    ],
    "clarification_questions": [
      {
        "field": "<string>",
        "question": "<string>",
        "suggestions": [
          "<string>"
        ]
      }
    ],
    "confidence": 0
  },
  "columns": [
    "<string>"
  ],
  "profile": {
    "total_rows": 1,
    "num_items": 1,
    "min_length": 1,
    "max_length": 1,
    "avg_length": 1,
    "missingness_ratio": 0.5,
    "inferred_freq_str": "<string>",
    "has_negatives": false,
    "covers_weekends": true,
    "value_min": 123,
    "value_max": 123,
    "candidate_seasonality": [
      123
    ],
    "suspected_covariates": [
      "<string>"
    ]
  }
}
'

import requests

url = "https://eomer-api.onrender.com/agent/validate"

payload = {
    "intent": {
        "business_objective": "<string>",
        "forecast_target": "<string>",
        "time_column": "<string>",
        "horizon": 2,
        "forecast_frequency": "<string>",
        "horizon_quantity": 123,
        "horizon_unit": "<string>",
        "entity_columns": ["<string>"],
        "grouping_dimensions": ["<string>"],
        "filters": [
            {
                "column": "<string>",
                "op": "<string>",
                "value": "<string>"
            }
        ],
        "covariates": ["<string>"],
        "known_future_features": ["<string>"],
        "historical_features": ["<string>"],
        "confidence_intervals": [123],
        "seasonality": [123],
        "user_constraints": ["<string>"],
        "review_status": "draft",
        "missing_required_fields": ["<string>"],
        "clarification_questions": [
            {
                "field": "<string>",
                "question": "<string>",
                "suggestions": ["<string>"]
            }
        ],
        "confidence": 0
    },
    "columns": ["<string>"],
    "profile": {
        "total_rows": 1,
        "num_items": 1,
        "min_length": 1,
        "max_length": 1,
        "avg_length": 1,
        "missingness_ratio": 0.5,
        "inferred_freq_str": "<string>",
        "has_negatives": False,
        "covers_weekends": True,
        "value_min": 123,
        "value_max": 123,
        "candidate_seasonality": [123],
        "suspected_covariates": ["<string>"]
    }
}
headers = {
    "Authorization": "Bearer <token>",
    "Content-Type": "application/json"
}

response = requests.post(url, json=payload, headers=headers)

print(response.text)

const options = {
  method: 'POST',
  headers: {Authorization: 'Bearer <token>', 'Content-Type': 'application/json'},
  body: JSON.stringify({
    intent: {
      business_objective: '<string>',
      forecast_target: '<string>',
      time_column: '<string>',
      horizon: 2,
      forecast_frequency: '<string>',
      horizon_quantity: 123,
      horizon_unit: '<string>',
      entity_columns: ['<string>'],
      grouping_dimensions: ['<string>'],
      filters: [{column: '<string>', op: '<string>', value: '<string>'}],
      covariates: ['<string>'],
      known_future_features: ['<string>'],
      historical_features: ['<string>'],
      confidence_intervals: [123],
      seasonality: [123],
      user_constraints: ['<string>'],
      review_status: 'draft',
      missing_required_fields: ['<string>'],
      clarification_questions: [{field: '<string>', question: '<string>', suggestions: ['<string>']}],
      confidence: 0
    },
    columns: ['<string>'],
    profile: {
      total_rows: 1,
      num_items: 1,
      min_length: 1,
      max_length: 1,
      avg_length: 1,
      missingness_ratio: 0.5,
      inferred_freq_str: '<string>',
      has_negatives: false,
      covers_weekends: true,
      value_min: 123,
      value_max: 123,
      candidate_seasonality: [123],
      suspected_covariates: ['<string>']
    }
  })
};

fetch('https://eomer-api.onrender.com/agent/validate', options)
  .then(res => res.json())
  .then(res => console.log(res))
  .catch(err => console.error(err));

<?php

$curl = curl_init();

curl_setopt_array($curl, [
  CURLOPT_URL => "https://eomer-api.onrender.com/agent/validate",
  CURLOPT_RETURNTRANSFER => true,
  CURLOPT_ENCODING => "",
  CURLOPT_MAXREDIRS => 10,
  CURLOPT_TIMEOUT => 30,
  CURLOPT_HTTP_VERSION => CURL_HTTP_VERSION_1_1,
  CURLOPT_CUSTOMREQUEST => "POST",
  CURLOPT_POSTFIELDS => json_encode([
    'intent' => [
        'business_objective' => '<string>',
        'forecast_target' => '<string>',
        'time_column' => '<string>',
        'horizon' => 2,
        'forecast_frequency' => '<string>',
        'horizon_quantity' => 123,
        'horizon_unit' => '<string>',
        'entity_columns' => [
                '<string>'
        ],
        'grouping_dimensions' => [
                '<string>'
        ],
        'filters' => [
                [
                                'column' => '<string>',
                                'op' => '<string>',
                                'value' => '<string>'
                ]
        ],
        'covariates' => [
                '<string>'
        ],
        'known_future_features' => [
                '<string>'
        ],
        'historical_features' => [
                '<string>'
        ],
        'confidence_intervals' => [
                123
        ],
        'seasonality' => [
                123
        ],
        'user_constraints' => [
                '<string>'
        ],
        'review_status' => 'draft',
        'missing_required_fields' => [
                '<string>'
        ],
        'clarification_questions' => [
                [
                                'field' => '<string>',
                                'question' => '<string>',
                                'suggestions' => [
                                                                '<string>'
                                ]
                ]
        ],
        'confidence' => 0
    ],
    'columns' => [
        '<string>'
    ],
    'profile' => [
        'total_rows' => 1,
        'num_items' => 1,
        'min_length' => 1,
        'max_length' => 1,
        'avg_length' => 1,
        'missingness_ratio' => 0.5,
        'inferred_freq_str' => '<string>',
        'has_negatives' => false,
        'covers_weekends' => true,
        'value_min' => 123,
        'value_max' => 123,
        'candidate_seasonality' => [
                123
        ],
        'suspected_covariates' => [
                '<string>'
        ]
    ]
  ]),
  CURLOPT_HTTPHEADER => [
    "Authorization: Bearer <token>",
    "Content-Type: application/json"
  ],
]);

$response = curl_exec($curl);
$err = curl_error($curl);

curl_close($curl);

if ($err) {
  echo "cURL Error #:" . $err;
} else {
  echo $response;
}

package main

import (
	"fmt"
	"strings"
	"net/http"
	"io"
)

func main() {

	url := "https://eomer-api.onrender.com/agent/validate"

	payload := strings.NewReader("{\n  \"intent\": {\n    \"business_objective\": \"<string>\",\n    \"forecast_target\": \"<string>\",\n    \"time_column\": \"<string>\",\n    \"horizon\": 2,\n    \"forecast_frequency\": \"<string>\",\n    \"horizon_quantity\": 123,\n    \"horizon_unit\": \"<string>\",\n    \"entity_columns\": [\n      \"<string>\"\n    ],\n    \"grouping_dimensions\": [\n      \"<string>\"\n    ],\n    \"filters\": [\n      {\n        \"column\": \"<string>\",\n        \"op\": \"<string>\",\n        \"value\": \"<string>\"\n      }\n    ],\n    \"covariates\": [\n      \"<string>\"\n    ],\n    \"known_future_features\": [\n      \"<string>\"\n    ],\n    \"historical_features\": [\n      \"<string>\"\n    ],\n    \"confidence_intervals\": [\n      123\n    ],\n    \"seasonality\": [\n      123\n    ],\n    \"user_constraints\": [\n      \"<string>\"\n    ],\n    \"review_status\": \"draft\",\n    \"missing_required_fields\": [\n      \"<string>\"\n    ],\n    \"clarification_questions\": [\n      {\n        \"field\": \"<string>\",\n        \"question\": \"<string>\",\n        \"suggestions\": [\n          \"<string>\"\n        ]\n      }\n    ],\n    \"confidence\": 0\n  },\n  \"columns\": [\n    \"<string>\"\n  ],\n  \"profile\": {\n    \"total_rows\": 1,\n    \"num_items\": 1,\n    \"min_length\": 1,\n    \"max_length\": 1,\n    \"avg_length\": 1,\n    \"missingness_ratio\": 0.5,\n    \"inferred_freq_str\": \"<string>\",\n    \"has_negatives\": false,\n    \"covers_weekends\": true,\n    \"value_min\": 123,\n    \"value_max\": 123,\n    \"candidate_seasonality\": [\n      123\n    ],\n    \"suspected_covariates\": [\n      \"<string>\"\n    ]\n  }\n}")

	req, _ := http.NewRequest("POST", url, payload)

	req.Header.Add("Authorization", "Bearer <token>")
	req.Header.Add("Content-Type", "application/json")

	res, _ := http.DefaultClient.Do(req)

	defer res.Body.Close()
	body, _ := io.ReadAll(res.Body)

	fmt.Println(string(body))

}

HttpResponse<String> response = Unirest.post("https://eomer-api.onrender.com/agent/validate")
  .header("Authorization", "Bearer <token>")
  .header("Content-Type", "application/json")
  .body("{\n  \"intent\": {\n    \"business_objective\": \"<string>\",\n    \"forecast_target\": \"<string>\",\n    \"time_column\": \"<string>\",\n    \"horizon\": 2,\n    \"forecast_frequency\": \"<string>\",\n    \"horizon_quantity\": 123,\n    \"horizon_unit\": \"<string>\",\n    \"entity_columns\": [\n      \"<string>\"\n    ],\n    \"grouping_dimensions\": [\n      \"<string>\"\n    ],\n    \"filters\": [\n      {\n        \"column\": \"<string>\",\n        \"op\": \"<string>\",\n        \"value\": \"<string>\"\n      }\n    ],\n    \"covariates\": [\n      \"<string>\"\n    ],\n    \"known_future_features\": [\n      \"<string>\"\n    ],\n    \"historical_features\": [\n      \"<string>\"\n    ],\n    \"confidence_intervals\": [\n      123\n    ],\n    \"seasonality\": [\n      123\n    ],\n    \"user_constraints\": [\n      \"<string>\"\n    ],\n    \"review_status\": \"draft\",\n    \"missing_required_fields\": [\n      \"<string>\"\n    ],\n    \"clarification_questions\": [\n      {\n        \"field\": \"<string>\",\n        \"question\": \"<string>\",\n        \"suggestions\": [\n          \"<string>\"\n        ]\n      }\n    ],\n    \"confidence\": 0\n  },\n  \"columns\": [\n    \"<string>\"\n  ],\n  \"profile\": {\n    \"total_rows\": 1,\n    \"num_items\": 1,\n    \"min_length\": 1,\n    \"max_length\": 1,\n    \"avg_length\": 1,\n    \"missingness_ratio\": 0.5,\n    \"inferred_freq_str\": \"<string>\",\n    \"has_negatives\": false,\n    \"covers_weekends\": true,\n    \"value_min\": 123,\n    \"value_max\": 123,\n    \"candidate_seasonality\": [\n      123\n    ],\n    \"suspected_covariates\": [\n      \"<string>\"\n    ]\n  }\n}")
  .asString();

require 'uri'
require 'net/http'

url = URI("https://eomer-api.onrender.com/agent/validate")

http = Net::HTTP.new(url.host, url.port)
http.use_ssl = true

request = Net::HTTP::Post.new(url)
request["Authorization"] = 'Bearer <token>'
request["Content-Type"] = 'application/json'
request.body = "{\n  \"intent\": {\n    \"business_objective\": \"<string>\",\n    \"forecast_target\": \"<string>\",\n    \"time_column\": \"<string>\",\n    \"horizon\": 2,\n    \"forecast_frequency\": \"<string>\",\n    \"horizon_quantity\": 123,\n    \"horizon_unit\": \"<string>\",\n    \"entity_columns\": [\n      \"<string>\"\n    ],\n    \"grouping_dimensions\": [\n      \"<string>\"\n    ],\n    \"filters\": [\n      {\n        \"column\": \"<string>\",\n        \"op\": \"<string>\",\n        \"value\": \"<string>\"\n      }\n    ],\n    \"covariates\": [\n      \"<string>\"\n    ],\n    \"known_future_features\": [\n      \"<string>\"\n    ],\n    \"historical_features\": [\n      \"<string>\"\n    ],\n    \"confidence_intervals\": [\n      123\n    ],\n    \"seasonality\": [\n      123\n    ],\n    \"user_constraints\": [\n      \"<string>\"\n    ],\n    \"review_status\": \"draft\",\n    \"missing_required_fields\": [\n      \"<string>\"\n    ],\n    \"clarification_questions\": [\n      {\n        \"field\": \"<string>\",\n        \"question\": \"<string>\",\n        \"suggestions\": [\n          \"<string>\"\n        ]\n      }\n    ],\n    \"confidence\": 0\n  },\n  \"columns\": [\n    \"<string>\"\n  ],\n  \"profile\": {\n    \"total_rows\": 1,\n    \"num_items\": 1,\n    \"min_length\": 1,\n    \"max_length\": 1,\n    \"avg_length\": 1,\n    \"missingness_ratio\": 0.5,\n    \"inferred_freq_str\": \"<string>\",\n    \"has_negatives\": false,\n    \"covers_weekends\": true,\n    \"value_min\": 123,\n    \"value_max\": 123,\n    \"candidate_seasonality\": [\n      123\n    ],\n    \"suspected_covariates\": [\n      \"<string>\"\n    ]\n  }\n}"

response = http.request(request)
puts response.read_body

200

{
  "intent": {
    "business_objective": "<string>",
    "forecast_target": "<string>",
    "time_column": "<string>",
    "horizon": 2,
    "forecast_frequency": "<string>",
    "horizon_quantity": 123,
    "horizon_unit": "<string>",
    "entity_columns": [
      "<string>"
    ],
    "grouping_dimensions": [
      "<string>"
    ],
    "filters": [
      {
        "column": "<string>",
        "op": "<string>",
        "value": "<string>"
      }
    ],
    "covariates": [
      "<string>"
    ],
    "known_future_features": [
      "<string>"
    ],
    "historical_features": [
      "<string>"
    ],
    "confidence_intervals": [
      123
    ],
    "seasonality": [
      123
    ],
    "user_constraints": [
      "<string>"
    ],
    "review_status": "draft",
    "missing_required_fields": [
      "<string>"
    ],
    "clarification_questions": [
      {
        "field": "<string>",
        "question": "<string>",
        "suggestions": [
          "<string>"
        ]
      }
    ],
    "confidence": 0
  },
  "columns": [
    "<string>"
  ],
  "covariate_suggestions": [
    {
      "source": "<string>",
      "variables": [
        "<string>"
      ],
      "rationale": "<string>",
      "requirements": {}
    }
  ],
  "profile": {
    "total_rows": 1,
    "num_items": 1,
    "min_length": 1,
    "max_length": 1,
    "avg_length": 1,
    "missingness_ratio": 0.5,
    "inferred_freq_str": "<string>",
    "has_negatives": false,
    "covers_weekends": true,
    "value_min": 123,
    "value_max": 123,
    "candidate_seasonality": [
      123
    ],
    "suspected_covariates": [
      "<string>"
    ]
  }
}

{
  "detail": [
    {
      "loc": [
        "<string>"
      ],
      "msg": "<string>",
      "type": "<string>",
      "input": "<unknown>",
      "ctx": {}
    }
  ]
}

Authorizations

Authorization · string · header · required

Bearer authentication header of the form Bearer <token>, where <token> is your auth token.

Body

application/json

Request body for POST /agent/validate — the LLM-free clarify step. The frontend merges the user's clarification answers into intent and re-validates against columns; no file upload or model call is needed.

intent · ForecastIntent · object · required

Partially-filled intent to revalidate.

Show child attributes

columns · string[] · required

Real dataset column names to validate against.

profile · SeriesProfile · object | null

Optional profile (drives the horizon cap).

Show child attributes

Response

200

application/json

Successful Response

Response from POST /agent/extract and POST /agent/validate. Carries the typed business intent plus the real dataset columns (so the frontend can render answer chips for clarification questions) and the aggregate profile when one could be computed.

intent · ForecastIntent · object · required

Extracted + validated forecasting intent.

Show child attributes

columns · string[] · required

Real dataset column names (for answer chips).

covariate_suggestions · CovariateSuggestion · object[]

Proactive, runnable covariate suggestions for the described use-case — the chat offers them as accept/decline chips.

Show child attributes

profile · SeriesProfile · object | null

Aggregate dataset profile when target/time/entity columns were detected.

Show child attributes