InvokeURL butchering JSON for OpenAI API calls

InvokeURL butchering JSON for OpenAI API calls

My organization works with mostly educational institutions. We have a custom module called "Schools", which is the user-entered school name they put when using our service (which they enter along with their state and zip code). We want to map this to a list of known schools from a public database that has both a standardized school name, address, phone number, and other data about the school (along with a unique identifier) stored in our org's Zoho Analytics database.

To accomplish this, we are trying to leverage OpenAI's API to find a "best match" of the unique ID. When a school is created in our system, I am getting the "State", "Zip", and entered school name. This runs a query in Zoho Analytics to return batches of 250 schools in that state at a time (to avoid API size problems), and runs this through OpenAI to find which in each batch is the closest match to what was entered, and saves that to a new array. This repeats for all schools in the state, then afterwards runs the set of "winners" through OpenAI one more time to get the best overall winner.

The problem is our API call to OpenAI - it continually returns 

{"error":{"message":"We could not parse the JSON body of your request. (HINT: This likely means you aren't using your HTTP library correctly. The OpenAI API expects a JSON payload, but what was sent was not valid JSON. If you have trouble figuring out how to fix this, please contact us through our help center at help.openai.com.)","type":"invalid_request_error","param":null,"code":null}}

I verified several times that my JSON body is indeed correct. I also have alternated between using "parameters" and "body", and various ways to stringify the payload - none of which have any improvement. Recommendations from ChatGPT believe that regardless of me specifying "content-type: application/json", it is still mangling the payload.

The worst part is - this actually worked just fine until last night (October 17, 2025), sometime around 5pm. I had been running the version of the script below to back-fill our existing school database, which had been calling this API every 45 seconds for a couple days without any errors. OpenAI insists they have not changed anything on their end, and zoho insists the same on theirs. Any help would be appreciated.

string standalone.SetSchoolAddressAPI()
{
PAGE_SIZE = 250;
random = randomNumber(1,50);
school = zoho.crm.searchRecords("Schools","(NCES_School_ID:equals:99)",1,random);
st_school_id = school.get(0).get("id");
info st_school_id;
school = zoho.crm.getRecordById("Schools",st_school_id);
school_name = ifnull(school.get("Name"),"");
acc_id = null;
if(school.containsKey("Account") && school.get("Account") != null && school.get("Account").containsKey("id"))
{
acc_id = school.get("Account").get("id");
}
account = Map();
if(acc_id != null)
{
account = zoho.crm.getRecordById("Accounts",acc_id);
}
account = ifnull(account,Map());
school_zip = ifnull(school.get("Zip"),account.get("Billing_Code"));
school_state = ifnull(school.get("State"),account.get("Billing_State"));
target_name = ifnull(school_name,"");
state_input = ifnull(school_state,"");
zip_input = ifnull(school_zip,"");
/***** --- Enforce state presence & normalize --- *****/
if(state_input == null || state_input == "")
{
update_map = Map();
update_map.put("NCES_School_ID",null);
update_map.put("Country","");
update_map.put("State",school_state);
zoho.crm.updateRecord("Schools",st_school_id,update_map);
return "No state on record; aborting NCES match.";
}
state_input = state_input.trim();
/***** === Zoho Analytics fixed config (unchanged) === *****/
workspace_name = "Zoho CRM Analytics";
view_name = "NCES Schools";
owner_email = "xxx";
ws_enc = zoho.encryption.urlEncode(workspace_name);
view_enc = zoho.encryption.urlEncode(view_name);
endpoint = "https://analyticsapi.zoho.com/api/" + owner_email + "/" + ws_enc + "/" + view_enc;
/***** === Step 1: Count rows by state === *****/
state_esc = state_input.replaceAll("'","''");
count_sql = "select count(*) as total_count from \"" + view_name + "\" where \"State\"='" + state_esc + "'";
count_params = Map();
count_params.put("ZOHO_ACTION","EXPORT");
count_params.put("ZOHO_OUTPUT_FORMAT","JSON");
count_params.put("ZOHO_SQLQUERY",count_sql);
count_params.put("ZOHO_API_VERSION","1.0");
count_resp = invokeurl
[
url :endpoint
type :POST
parameters:count_params
connection:"zoho_analytics_conn"
];
total_count = 0;
// First try KV shape: {"data":[{"total_count":"10398"}]}
if(count_resp != null && count_resp.containsKey("data") && count_resp.get("data") != null && count_resp.get("data").size() > 0)
{
tc_raw = count_resp.get("data").get(0).get("total_count");
if(tc_raw != null)
{
total_count = tc_raw.toLong();
}
}
else
{
// Fallback to rows shape:
// {"response":{"result":{"column_order":["total_count"],"rows":[["10398"]]}}}
if(count_resp != null && count_resp.containsKey("response"))
{
resp_obj = count_resp.get("response");
if(resp_obj != null && resp_obj.containsKey("result"))
{
result_obj = resp_obj.get("result");
if(result_obj != null && result_obj.containsKey("rows"))
{
rows_list = result_obj.get("rows");
if(rows_list != null && rows_list.size() > 0)
{
first_row = rows_list.get(0);
// rows are arrays, so first cell holds the count as string
if(first_row != null && first_row.size() > 0)
{
tc_raw2 = first_row.get(0);
if(tc_raw2 != null)
{
total_count = tc_raw2.toLong();
}
}
}
}
}
}
}
/***** === Step 2: Build list of page indexes (Deluge compliant, no while) === *****/
page_map = list();
num_pages = (total_count / PAGE_SIZE).toLong();
if(total_count % PAGE_SIZE > 0)
{
num_pages = num_pages + 1;
}
// use nested for-each loops over a fixed dummy list to reach num_pages
dummy = list();
for each  d in {"a","b","c","d","e","f","g","h","i","j"}
{
// outer loop (10×)
for each  e in {"1","2","3","4","5","6","7","8","9","10"}
{
// inner loop (10×)
if(page_map.size() < num_pages)
{
page_map.add(page_map.size());
}
}
}
/***** === Step 3: For each page, fetch candidates and pick a batch winner via OpenAI === *****/
batch_winners = list();
for each  p in page_map
{
offset_val = p * PAGE_SIZE;
sql_batch = "select \"State\",\"School Name\",\"NCES School ID\",\"Zip\"" + "from \"" + view_name + "\" where \"State\"='" + state_esc + "' " + "limit " + PAGE_SIZE.toString() + " offset " + offset_val.toString();
params = Map();
params.put("ZOHO_ACTION","EXPORT");
params.put("ZOHO_OUTPUT_FORMAT","JSON");
params.put("ZOHO_API_VERSION","1.0");
params.put("KEY_VALUE_FORMAT","true");
params.put("ZOHO_SQLQUERY",sql_batch);
count_params.put("ZOHO_API_VERSION","1.0");
resp_batch = invokeurl
[
url :endpoint
type :POST
parameters:params
connection:"zoho_analytics_conn"
];
/***** Parse candidates safely no matter the response shape *****/
candidates = list();
if(resp_batch != null)
{
// Case 1: Key-value format (normal Zoho Analytics JSON)
if(resp_batch.containsKey("data") && resp_batch.get("data") != null)
{
candidates = resp_batch.get("data");
}
// Case 2: Nested "response" > "result" > "rows" format
else if(resp_batch.containsKey("response"))
{
resp_obj = resp_batch.get("response");
if(resp_obj != null && resp_obj.containsKey("result"))
{
result_obj = resp_obj.get("result");
if(result_obj != null && result_obj.containsKey("rows"))
{
rows_list = result_obj.get("rows");
// convert matrix rows into list of maps for consistency
for each  row_item in rows_list
{
row_map = Map();
// optional: if you have column_order, map by index
if(result_obj.containsKey("column_order"))
{
cols = result_obj.get("column_order");
idx = 0;
for each  col in cols
{
if(row_item.size() > idx)
{
row_map.put(col,row_item.get(idx));
}
idx = idx + 1;
}
}
candidates.add(row_map);
}
}
}
}
}
if(candidates.isEmpty())
{
info "No candidates found for this page (state=" + state_input + ")";
continue;
}
/***** Build compact OpenAI prompt for this batch *****/
cand_lines = "";
for each  c in candidates
{
id_short = ifnull(c.get("NCES School ID"),"");
name_short = ifnull(c.get("School Name"),"");
if(name_short != null && name_short.length() > 60)
{
name_short = name_short.substring(0,60);
}
zip_short = ifnull(c.get("Zip"),"");
if(zip_short != null && zip_short.length() > 10)
{
zip_short = zip_short.substring(0,10);
}
delimiter = "###";
// define this once before the loop if not already defined
record_sep = " || ";
// separates candidate rows, readable and single-line
cand_lines = cand_lines + id_short + "|" + name_short + "|" + zip_short + record_sep;
}
// === Build simplified OpenAI request (no line breaks) ===
prompt = "TARGET=" + target_name + "|" + zip_input + delimiter + "CANDIDATES=" + cand_lines + delimiter + "Return ONLY JSON {\"nces_school_id\": string|null, \"confidence\": number}";
messages = List();
messages.add({"role":"system","content":"Match the user-entered school to the best NCES candidate using NAME similarity and ZIP proximity. The delimiter is " + delimiter + "."});
messages.add({"role":"user","content":prompt});
req_body = Map();
req_body.put("model","gpt-4o-mini");
req_body.put("temperature",0);
req_body.put("messages",messages);
ai_resp = invokeurl
[
url :"https://api.openai.com/v1/chat/completions"
type :POST
parameters:req_body.toString()
connection:"openai_custom"
];
// ========== Step 4: Inspect result ==========
best_id = "";
best_conf = 0.0;
raw_content = ai_resp.get("choices").get(0).get("message").get("content");
// Remove markdown fences if present
cleaned = raw_content.replaceAll("(?s)```json|```","").trim();
parsed = cleaned.toMap();
school_id = parsed.get("nces_school_id");
confidence = parsed.get("confidence");
for each  c in candidates
{
if(c.get("NCES School ID") == school_id)
{
if(confidence > 0.8)
{
//do not put low-confidence candidates in the winner batch
c.put("confidence",confidence);
batch_winners.add(c);
break;
}
}
}
}
/***** === Step 4: Final round — pick overall best among batch winners === *****/
if(batch_winners.size() == 0)
{
update_map = Map();
update_map.put("NCES_School_ID",null);
update_map.put("Country","");
update_map.put("State",school_state);
zoho.crm.updateRecord("Schools",st_school_id,update_map);
info "No candidates found for state=" + state_input;
}
winner_lines = "";
for each  w in batch_winners
{
id_short = ifnull(w.get("NCES School ID"),"");
name_short = ifnull(w.get("School Name"),"");
if(name_short != null && name_short.length() > 60)
{
name_short = name_short.substring(0,60);
}
zip_short = ifnull(w.get("Zip"),"");
if(zip_short != null && zip_short.length() > 10)
{
zip_short = zip_short.substring(0,10);
}
delimiter = "###";
// define this once before the loop if not already defined
record_sep = " || ";
// separates candidate rows, readable and single-line
winner_lines = winner_lines + id_short + "|" + name_short + "|" + zip_short + record_sep;
}
// === Build simplified OpenAI request (no line breaks) ===
prompt = "TARGET=" + target_name + "|" + zip_input + delimiter + "CANDIDATES=" + winner_lines + delimiter + "Return ONLY JSON {\"nces_school_id\": string|null, \"confidence\": number}";
messages = List();
messages.add({"role":"system","content":"Match the user-entered school to the best NCES candidate using NAME similarity and ZIP proximity. The delimiter is " + delimiter + "."});
messages.add({"role":"user","content":prompt});
req_body = Map();
req_body.put("model","gpt-4o-mini");
req_body.put("temperature",0);
req_body.put("messages",messages);
final_ai = invokeurl
[
url :"https://api.openai.com/v1/chat/completions"
type :POST
parameters:req_body.toString()
connection:"openai_custom"
];
selected_nces = "";
confidence = 0.0;
contentText = final_ai.get("choices").get(0).get("message").get("content");
// Step 2: Sanitize it — remove code block markers and trim spaces/newlines
cleanText = contentText.replaceAll("```json","");
cleanText = cleanText.replaceAll("```","");
cleanText = cleanText.trim();
// Step 3: Parse the cleaned string as JSON
contentJSON = cleanText.toMap();
// Step 4: Extract the NCES/NCAS ID
selected_nces = contentJSON.get("nces_school_id");
/***** === Step 5: Find selected record and update CRM (unchanged) === *****/
/***** === Step 2: Fetch single row by NCES School ID === *****/
row_sql = "select \"NCES School ID\", \"Website\", \"Address\", \"Address 2\", \"City\", \"State\", \"Zip\", \"Phone\", \"Grade Level\" " + "from \"" + view_name + "\" " + "where \"NCES School ID\" = '" + selected_nces + "' " + "limit 1";
row_params = Map();
row_params.put("ZOHO_ACTION","EXPORT");
row_params.put("ZOHO_OUTPUT_FORMAT","JSON");
row_params.put("ZOHO_SQLQUERY",row_sql);
row_params.put("ZOHO_API_VERSION","1.0");
row_resp = invokeurl
[
url :endpoint
type :POST
parameters:row_params
connection:"zoho_analytics_conn"
];
/***** === Step 3: Parse response and assign variables === *****/
nces_id_final = "";
Website_final = "";
Address_final = "";
Address2_final = "";
City_final = "";
State_final = "";
Zip_final = "";
Phone_final = "";
Grade_final = "";
// First check for JSON KV structure
if(row_resp != null && row_resp.containsKey("data") && row_resp.get("data") != null && row_resp.get("data").size() > 0)
{
row_data = row_resp.get("data").get(0);
nces_id_final = selected_nces;
Website_final = ifnull(row_data.get("Website"),"");
Address_final = ifnull(row_data.get("Address"),"");
Address2_final = ifnull(row_data.get("Address 2"),"");
City_final = ifnull(row_data.get("City"),"");
State_final = ifnull(row_data.get("State"),"");
Zip_final = ifnull(row_data.get("Zip"),"");
Phone_final = ifnull(row_data.get("Phone"),"");
Grade_final = ifnull(row_data.get("Grade Level"),"");
}
else
{
// Fallback for "rows" format
if(row_resp != null && row_resp.containsKey("response"))
{
resp_obj = row_resp.get("response");
if(resp_obj != null && resp_obj.containsKey("result"))
{
result_obj = resp_obj.get("result");
if(result_obj != null && result_obj.containsKey("rows"))
{
rows_list = result_obj.get("rows");
if(rows_list != null && rows_list.size() > 0)
{
first_row = rows_list.get(0);
if(first_row != null && first_row.size() >= 9)
{
nces_id_final = ifnull(first_row.get(0),"");
Website_final = ifnull(first_row.get(1),"");
Address_final = ifnull(first_row.get(2),"");
Address2_final = ifnull(first_row.get(3),"");
City_final = ifnull(first_row.get(4),"");
State_final = ifnull(first_row.get(5),"");
Zip_final = ifnull(first_row.get(6),"");
Phone_final = ifnull(first_row.get(7),"");
Grade_final = ifnull(first_row.get(8),"");
}
}
}
}
}
}
country = "USA";
if(isNull(State_final))
{
country = "";
}
update_map = Map();
update_map.put("NCES_School_ID",nces_id_final);
update_map.put("School_Website",Website_final);
update_map.put("Address",Address_final);
update_map.put("Address_2",Address2_final);
update_map.put("City",City_final);
update_map.put("State",State_final);
update_map.put("Zip",Zip_final);
update_map.put("School_Phone",Phone_final);
update_map.put("Grade_Level",Grade_final);
update_map.put("Country",country);
update_rec = zoho.crm.updateRecord("Schools",st_school_id,update_map);
info st_school_id + " Updated";
/***** === Diagnostics === *****/
diag = Map();
diag.put("school_id",st_school_id);
diag.put("selected_nces_school_id",nces_id_final);
diag.put("model_confidence",confidence);
used_fallback = false;
if(selected_nces == "" || selected_nces == null)
{
used_fallback = true;
}
diag.put("used_fallback",used_fallback);
return diag.toString();
}

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                                                                                                                Hello Zoho CRM Community, I’m looking to customize Zoho CRM to send a custom alert whenever a task is created. I understand that Zoho CRM supports client scripts using JavaScript, and I would like to leverage this feature to implement the alert functionality.
                                                                                                              • Send Whatsapp with API including custom placeholders

                                                                                                                Is is possible to initiate a session on whatsapp IM channel with a template that includes params (placeholders) that are passed on the API call? This is very usefull to send a Utility message for a transactional notification including an order number
                                                                                                              • Add Israel & Jewish Holidays to Zoho People Holidays Gallery

                                                                                                                Greetings, We hope you are doing well. We are writing to request an enhancement to the Holidays Gallery in Zoho People. Currently, there are several holidays available, but none for Israel and none for Jewish holidays (which are not necessarily the same
                                                                                                              • ZO25: The refreshed, more unified, and intelligent OS for business

                                                                                                                Hello all, Greetings from Zoho One! 2025 has been a remarkable year, packed with new features that will take your Zoho One experience to the next level! From sleek, customizable dashboards to an all-new action panel for instant task management, we’ve
                                                                                                              • Introducing Multi-Asset Support in Work Orders, Estimates, and Service Appointments

                                                                                                                We’re excited to announce a highly requested enhancement in Zoho FSM — you can now associate multiple assets with Work Orders, Estimates, and Service Appointments. This update brings more clarity, flexibility, and control to your field service operations,
                                                                                                              • [Product Update] Locations module migration in Zoho Books integration with Zoho Analytics

                                                                                                                Dear Customers, As Zoho Books are starting to support an advance version of the Branches/Warehouses module called the Locations module, users who choose to migrate to the Locations module in Zoho Books will also be migrated in Zoho Analytics-Zoho Books
                                                                                                              • Introducing Schedules for smarter availability management

                                                                                                                Greetings from the Zoho Bookings team! We’re excited to introduce Schedules, a powerful enhancement to manage availability across your workspace. Schedules are reusable working-hour templates that help you define and maintain consistent availability across
                                                                                                              • Why Zoho Contracts Prefers Structured Approvals Over Ad-hoc Approvals

                                                                                                                Approvals are one of the most important stages in a contract’s lifecycle. They determine whether a contract moves forward, gets revised, or needs further discussion. The approval process also defines accountability within the organization. Zoho Contracts
                                                                                                              • Whatsapp Connection Status still "Pending" after migration

                                                                                                                Hello, I migrated my WhatsApp API to Zoho from another provider a day ago. So far the connection status is still “Pending”. There is a problem? How long does it usually take?
                                                                                                              • Kaizen #226: Using ZRC in Client Script

                                                                                                                Hello everyone! Welcome to another week of Kaizen. In today's post, lets see what is ZRC (Zoho Request Client) and how we can use ZRC methods in Client Script to get inputs from a Salesperson and update the Lead status with a single button click. In this
                                                                                                              • How to Filter timewise question to check uploaded one month or two months before in these community question ?

                                                                                                                i want to find the question that is asked some month or before any particular year, so how can i filter it ?
                                                                                                              • Proposal for Creating a Unique "Address" Entity in Zoho FSM

                                                                                                                The "Address" entity is one of the most critical components for a service-oriented company. While homeowners may change and servicing companies may vary, the address itself remains constant. This constancy is essential for subsequent services, as it provides
                                                                                                              • Workflow Down/Bug

                                                                                                                We have a workflow that sends an email to one of our internal departments 10 minutes after a record is created in a custom module. The workflow actually works correctly. However, we have now noticed that on January 8, between 3:55 p.m. and 4:33 p.m.,
                                                                                                              • Service Locations: Designed for Shared Sites and Changing Customers

                                                                                                                Managing service addresses sounds simple—until it isn’t. Large facilities, shared sites, and frequently changing customers can quickly turn address management into an operational bottleneck. This is where Service Locations deliver clarity and control.
                                                                                                              • Can I re-send the Customer Satisfaction Survey after a ticket closure?

                                                                                                                Hello, Some customers does not answer the survey right after closure, is it possible to re-send after a few days or weeks? Best Regards!
                                                                                                              • Filter contacts based on selected category in Zoho Desk ticket

                                                                                                                Hello community, I’m setting up the Tickets module in Zoho Desk and I need help implementing the following: When a category is selected in a ticket, I want the Contact field to be filtered so that it only displays contacts that are related to that category.
                                                                                                              • Assign Income to Project Without Invoice

                                                                                                                Hello, Fairly new user here so apologies if there is a really obvious solution here that I am just missing... I have hundreds of small deposits into a bank account that I want to assign to a project but do not want to have to create an invoice every time
                                                                                                              • Tracking Non-Inventory Items

                                                                                                                We have several business locations and currently use zoho inventory to track retail items (sales and purchase orders). We were hoping to use zoho inventory to track our non-inventory items as well (toilet paper, paper towels, etc). I understand that we
                                                                                                              • Profile Page View Customization

                                                                                                                I need to change the fields, sections from the profile view of an emplyoyee.
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